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计算机顶会中的加密货币、区块链与 Web3 论文
NeurIPS · ICML · ICLR · KDD · WWW · AAAI · IJCAI · CIKM · ICDM · ICDE · SIGIR · WSDM · ACL · EMNLP
本列表精选了 14 个计算机顶会（2024–2026）中经过同行评审的加密货币、区块链与 Web3 论文，并附论文和代码链接。
- 持续更新。 各会议公布论文集后，会陆续加入新论文。
- 便于浏览。 每篇论文只列在它的主要任务下，并标有
GNN、LLM、RL等方法标签，以及 Bitcoin、Ethereum 等链标签。＊ 表示以加密货币数据为主要数据集的通用金融方法。
欢迎通过 PR 推荐优质论文（见如何贡献）。如果这个仓库对你有帮助，欢迎点个 ⭐
- 关于
- 会议统计
- Star History
- 按任务分类
- 价格预测与市场分析（10 篇）
- 交易与投资组合管理（14 篇）
- 欺诈、诈骗与攻击检测（22 篇）
- 链上交易与图分析（15 篇）
- DeFi、MEV 与市场机制（9 篇）
- NFT、DAO 与 Web3 生态（16 篇）
- 智能合约安全与分析（18 篇）
- 区块链系统与基础设施（39 篇）
- 综述、教程与研讨会（7 篇）
- 按年份分类
- 数据集与基准（11 篇）
- 如何贡献
- 许可证
| 会议 | 2024 | 2025 | 2026 | 合计 |
|---|---|---|---|---|
| NeurIPS | 2 | 5 | – | 7 |
| ICML | – | – | 2 | 2 |
| ICLR | 1 | 2 | 3 | 6 |
| KDD | 5 | 4 | 3 | 12 |
| WWW | 29 | 18 | 21 | 68 |
| AAAI | 2 | 3 | 4 | 9 |
| IJCAI | 2 | 3 | 2 | 7 |
| CIKM | 3 | 3 | – | 6 |
| ICDM | – | 2 | – | 2 |
| ICDE | 10 | 6 | 9 | 25 |
| SIGIR | – | – | 1 | 1 |
| WSDM | – | 1 | – | 1 |
| ACL | – | – | 2 | 2 |
| EMNLP | 1 | 1 | – | 2 |
| 合计 | 55 | 48 | 47 | 150 |
曲线由 GitHub Actions 每日自动更新。
如果这个列表对你有帮助，点个 Star 让更多人看到 ⭐
Price, return and volatility forecasting, market simulation, and event or news analysis.
- (ICLR 2026) CTBench: Cryptocurrency Time Series Generation Benchmark [Paper]
GenerativeTime-Series· Crypto - (ICLR 2026 Workshop) Probabilistic Multivariate Time Series Forecasting with Diffusion Copulas [Paper]
DiffusionTime-Series· Crypto - (KDD 2026) Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocols [Paper] [Code]
Time-Series· DEX - (AAAI 2026) Market-Aware Event Timeline Summarization: Integrating Price Signals to Improve Financial News Understanding [Paper]
LLMNLP· Crypto - (ICLR 2025 Workshop) FinTSBridge: A New Evaluation Suite for Real-world Financial Prediction with Advanced Time Series Models ＊ [Paper]
Time-Series· Crypto - (KDD 2025) CryptoMixer: Fine-grained market information-aware MLP Networks for Individual Cryptocurrency Trading Prediction [Paper] [Code]
MLPTime-Series· Crypto - (CIKM 2025) From Patterns to Predictions: A Shapelet-Based Framework for Directional Forecasting in Noisy Financial Markets ＊ [Paper]
ShapeletTime-Series· Bitcoin - (KDD 2024) COMET: NFT Price Prediction with Wallet Profiling [Paper]
Time-SeriesGraph· NFT - (IJCAI 2024) Trade When Opportunity Comes: Price Movement Forecasting via Locality-Aware Attention and Iterative Refinement Labeling ＊ [Paper]
Transformer· Crypto - (CIKM 2024) Cryptocurrency Price Forecasting using Variational Autoencoder with Versatile Quantile Modeling [Paper]
GenerativeTime-Series· Crypto
RL and LLM trading agents, high-frequency trading, portfolio management and arbitrage.
- (ICLR 2026) Trade in Minutes! Rationality-Driven Agentic System for Quantitative Financial Trading ＊ [Paper]
LLMAgent· Crypto - (KDD 2026) FineFT: Efficient and Risk-Aware Ensemble Reinforcement Learning for Futures Trading [Paper]
RL· Crypto - (WWW 2026) Analysis of CEX-DEX Arbitrage Opportunities with Hidden Markov Models [Paper]
HMM· DEX - (WWW 2026 Companion) Learning-Based Optimization of Atomic Arbitrage in Decentralized Financial Systems [Paper]
Optimization· DEX - (AAAI 2026) ArchetypeTrader: Reinforcement Learning for Selecting and Refining Learnable Strategic Archetypes in Quantitative Trading [Paper] [Code]
RL· Crypto - (ICDE 2026) TRADER: Real-time Arbitrage Detection via Negative Cycles on Dynamic Graphs [Paper]
Graph-Algorithms· DEX - (NeurIPS 2025) OPHR: Mastering Volatility Trading with Multi-Agent Deep Reinforcement Learning [Paper] [Code]
RLMulti-Agent· Bitcoin, Ethereum - (NeurIPS 2025 Workshop) Orchestration Framework for Financial Agents: From Algorithmic Trading to Agentic Trading ＊ [Paper] [Code]
LLMAgent· Crypto - (ICLR 2025 Workshop) Exploring LLM Cryptocurrency Trading Through Fact-Subjectivity Aware Reasoning [Paper] [Code]
LLM· Crypto - (WWW 2025 Companion) HedgeAgents: A Balanced-aware Multi-agent Financial Trading System ＊ [Paper] [Code]
LLMAgent· Crypto - (CIKM 2025) Adaptive Bidirectional State Space Model for High-frequency Portfolio Management ＊ [Paper]
SSMRL· Crypto - (KDD 2024) MacroHFT: Memory Augmented Context-aware Reinforcement Learning On High Frequency Trading [Paper] [Code]
RL· Crypto - (AAAI 2024) EarnHFT: Efficient Hierarchical Reinforcement Learning for High Frequency Trading [Paper] [Code]
RL· Crypto - (EMNLP 2024) CryptoTrade: A Reflective LLM-based Agent to Guide Zero-shot Cryptocurrency Trading [Paper] [Code]
LLMAgent· Crypto
Phishing, scams, rug pulls, money laundering, wash trading, bots and attack transactions.
- (ICML 2026) Scam2Prompt: A Scalable Framework for Auditing Malicious Scam Endpoints in Production LLMs ＊ [Paper] [Code]
LLM· Web3 - (WWW 2026) Evasion Under Blockchain Sanctions [Paper]
Measurement· Ethereum - (WWW 2026) Multi-Modal Enhanced Graph Transfer Learning for Digital Finance Fraud Detection [Paper]
GNNMultimodalTransfer-Learning· Crypto - (WWW 2026) Understanding Post-Exploit Laundering Behavior on Ethereum [Paper]
Measurement· Ethereum - (IJCAI 2026) Temporal Motif-aware Graph Test-time Adaptation for OOD Blockchain Anomaly Detection [Paper] [Code]
GNNTemporal-Graph· Crypto - (SIGIR 2026) TDHGNN: A Temporal Directed Hypergraph Neural Network for Bitcoin Fraud Detection [Paper] [Code]
HypergraphTemporal-Graph· Bitcoin - (NeurIPS 2025) BlockScan: Detecting Anomalies in Blockchain Transactions [Paper]
TransformerLLM· Crypto - (KDD 2025) TEMPER: Capturing Consistent and Fluctuating TEMPoral User Behaviour for EtheReum Phishing Scam Detection [Paper]
Temporal-Graph· Ethereum - (WWW 2025) CATALOG: Exploiting Joint Temporal Dependencies for Enhanced Phishing Detection on Ethereum [Paper]
Temporal-Graph· Ethereum - (WWW 2025) Hunting in the Dark Forest: A Pre-trained Model for On-chain Attack Transaction Detection in Web3 [Paper] [Code]
Pre-training· EVM - (WWW 2025) Safeguarding Blockchain Ecosystem: Understanding and Detecting Attack Transactions on Cross-chain Bridges [Paper]
Measurement· Cross-chain - (WWW 2025) Serial Scammers and Attack of the Clones: How Scammers Coordinate Multiple Rug Pulls on Decentralized Exchanges [Paper]
Measurement· DEX - (WWW 2025) The Poorest Man in Babylon: A Longitudinal Study of Cryptocurrency Investment Scams [Paper]
Measurement· Crypto - (WWW 2024) ARTEMIS: Detecting Airdrop Hunters in NFT Markets with a Graph Learning System [Paper]
GNN· NFT - (WWW 2024) DenseFlow: Spotting Cryptocurrency Money Laundering in Ethereum Transaction Graphs [Paper]
Graph-Mining· Ethereum - (WWW 2024) Identifying Risky Vendors in Cryptocurrency P2P Marketplaces [Paper]
Machine-Learning· Crypto - (WWW 2024) Interface Illusions: Uncovering the Rise of Visual Scams in Cryptocurrency Wallets [Paper]
Measurement· Wallet - (WWW 2024) ZipZap: Efficient Training of Language Models for Large-Scale Fraud Detection on Blockchain [Paper] [Code]
TransformerPre-training· Ethereum - (WWW 2024 Companion) Detecting Financial Bots on the Ethereum Blockchain [Paper]
Machine-Learning· Ethereum - (WWW 2024 Companion) Towards Understanding Crypto-Asset Risks on Ethereum Caused by Key Leakage on the Internet [Paper]
Measurement· Ethereum - (WWW 2024 Companion) Unveiling Wash Trading in Popular NFT Markets [Paper]
Measurement· NFT - (CIKM 2024) Effective Illicit Account Detection on Large Cryptocurrency MultiGraphs [Paper] [Code]
GNN· Crypto
Address clustering, account classification, de-anonymization and transaction graph learning.
- (WWW 2026) TGweaver: Synthesizing Transaction Graphs for De-anonymization Analysis [Paper]
Data-Synthesis· Mixer - (AAAI 2026) IGT4ETH: An Isotropic Pre-trained Graph Transformer for Ethereum Account Classification [Paper] [Code]
GNNPre-training· Ethereum - (NeurIPS 2025 D&B) MiNT: Multi-Network Transfer Benchmark for Temporal Graph Learning [Paper] [Code]
Temporal-GraphTransfer-Learning· Ethereum - (NeurIPS 2025 D&B) The Temporal Graph of Bitcoin Transactions [Paper] [Code]
Temporal-Graph· Bitcoin - (KDD 2025) Chainlet Orbits: Topological Address Embedding for Blockchain [Paper]
Topological· Bitcoin - (WWW 2025) Gamblers or Delegatees: Identifying Hidden Participant Roles in Crypto Casinos [Paper]
Measurement· Crypto - (ICDM 2025) When LLM Meets Simplicial Complex: A Novel Graph Prompt Learning on Ethereum Transaction Networks [Paper]
LLMGNN· Ethereum - (ICDE 2025) Know Your Account: Double Graph Inference-Based Account De-Anonymization on Ethereum [Paper]
GNN· Ethereum - (WSDM 2025) Optimizing Blockchain Analysis: Tackling Temporality and Scalability with an Incremental Approach with Metropolis-Hastings Random Walks [Paper]
Graph-Sampling· Crypto - (NeurIPS 2024 D&B) Multi-Chain Graphs of Graphs: A New Approach to Analyzing Blockchain Datasets [Paper] [Code] · Multi-chain
- (ICLR 2024) EX-Graph: A Pioneering Dataset Bridging Ethereum and X [Paper] · Ethereum
- (KDD 2024) BitLINK: Temporal Linkage of Address Clusters in Bitcoin Blockchain [Paper]
Clustering· Bitcoin - (WWW 2024) Exploring Unconfirmed Transactions for Effective Bitcoin Address Clustering [Paper]
Clustering· Bitcoin - (WWW 2024 Companion) Anonymity Analysis of the Umbra Stealth Address Scheme on Ethereum [Paper]
Privacy· Ethereum - (WWW 2024 Companion) Deanonymizing Transactions Originating from Monero Tor Hidden Service Nodes [Paper]
Privacy· Monero
AMMs and liquidity, MEV and block building, transaction fee mechanisms and token incentives.
- (WWW 2026) Deterring A Small Collusion is All You Need [Paper]
Mechanism-Design - (WWW 2026) LiquidityPool: Game-Theoretic Analysis of Stakeholder Revenue in Ranking-Dependent DeFi [Paper]
Game-Theory· DeFi - (WWW 2026 Companion) Benchmarking Temporal Web3 Intelligence: Lessons from the FinSurvival 2025 Challenge [Paper]
Survival-Analysis· DeFi - (ICDE 2026) PRIME: Efficient Algorithm for Token Graph Routing Problem [Paper]
Graph-Algorithms· DEX - (WWW 2025) Private Order Flows and Builder Bidding Dynamics: The Road to Monopoly in Ethereum's Block Building Market [Paper]
MeasurementGame-Theory· Ethereum - (IJCAI 2025) Airdrop Games [Paper]
Game-Theory· Token - (IJCAI 2025) Smart Contracts for Trustless Sampling of Correlated Equilibria [Paper]
Game-Theory - (KDD 2024) Money Never Sleeps: Maximizing Liquidity Mining Yields in Decentralized Finance [Paper]
Optimization· DeFi - (WWW 2024 Companion) Measuring Arbitrage Losses and Profitability of AMM Liquidity [Paper]
Measurement· DEX
NFT markets, DAO governance, memecoins, decentralized identity and naming services.
- (KDD 2026) DMind Benchmark: Toward a Holistic Assessment of LLM Capabilities across the Web3 Domain [Paper]
LLM· Web3 - (WWW 2026) ShadowClone: Scalable Decentralized Identity with Cross-Domain Anonymity and Accountable Traceability [Paper]
Cryptography· DID - (WWW 2026) The Promise vs. Reality of NFT Decentralization: An Empirical Study of Storage Strategies and Defects [Paper]
Measurement· NFT - (KDD 2025) Breeding-aware Revenue Maximization for NFT Viral Marketing on Social Networks [Paper]
Influence-Maximization· NFT - (WWW 2025) Beyond Visual Confusion: Understanding How Inconsistencies in ENS Normalization Facilitate Homoglyph Attacks [Paper]
Measurement· ENS - (WWW 2025) Fully Anonymous Decentralized Identity Supporting Threshold Traceability with Practical Blockchain [Paper]
Cryptography· DID - (WWW 2025) Linking Souls to Humans: Blockchain Accounts with Credible Anonymity for Web 3.0 Decentralized Identity [Paper]
Cryptography· DID - (WWW 2025) NFTs as a Data-Rich Test Bed: Conspicuous Consumption and its Determinants [Paper]
Economics· NFT - (WWW 2025 Companion) Bridging Culture and Finance: A Multimodal Analysis of Memecoins in the Web3 Ecosystem [Paper] [Code]
Multimodal· Memecoin - (CIKM 2025) CoinCLIP: A Multimodal Framework for Assessing Viability in Web3 Memecoins [Paper]
Multimodal· Memecoin - (ICDM 2025) Equilibrium-Based NFT Marketplace Recommendation for NFTs with Breeding [Paper] [Code]
RecommendationGame-Theory· NFT - (WWW 2024) IDEA-DAC: Integrity-Driven Editing for Accountable Decentralized Anonymous Credentials via ZK-JSON [Paper] [Code]
Cryptography· DID - (WWW 2024) Investigations of Top-Level Domain Name Collisions in Blockchain Naming Services [Paper]
Measurement· ENS - (WWW 2024) Unveiling the Paradox of NFT Prosperity [Paper]
Measurement· NFT - (WWW 2024 Companion) Characterizing the Solana NFT Ecosystem [Paper]
Measurement· Solana, NFT - (WWW 2024 Companion) Concentration of Power and Participation in Online Governance: the Ecosystem of Decentralized Autonomous Organizations [Paper]
Measurement· DAO
Vulnerability detection, program analysis, decompilation, code generation and auditing agents.
- (ICML 2026) EVMbench: Evaluating AI Agents on Smart Contract Security [Paper] [Code]
Agent· Ethereum - (AAAI 2026) BugSweeper: Function-Level Detection of Smart Contract Vulnerabilities Using Graph Neural Networks [Paper]
GNN· Ethereum - (ACL 2026) EVM-QuestBench: An Execution-Grounded Benchmark for Natural-Language Transaction Code Generation [Paper] [Code]
LLM· Ethereum - (ACL 2026) Towards Trustworthy Smart Contract Synthesis: A Multi-Agent Framework with Lean-Based Verification [Paper]
AgentFormal-Verification - (WWW 2025) Quantitative Runtime Monitoring of Ethereum Transaction Attacks [Paper]
Runtime-Verification· Ethereum - (WWW 2025) SigScope: Detecting and Understanding Off-Chain Message Signing-related Vulnerabilities in Decentralized Applications [Paper]
Program-Analysis· DApp - (WWW 2025) SuiGPT MAD: Move AI Decompiler to Improve Transparency and Auditability on Non-Open-Source Blockchain Smart Contract [Paper]
LLM· Sui - (AAAI 2025) CLEP: A Novel Contrastive Learning Method for Evolutionary Reentrancy Vulnerability Detection [Paper]
Contrastive - (AAAI 2025) MTVHunter: Smart Contracts Vulnerability Detection Based on Multi-Teacher Knowledge Translation [Paper] [Code]
Knowledge-Distillation - (AAAI 2025) SCALM: Detecting Bad Practices in Smart Contracts Through LLMs [Paper]
LLM· Ethereum - (IJCAI 2025) Guiding LLM-based Smart Contract Generation with Finite State Machine [Paper]
LLM - (EMNLP 2025) SolEval: Benchmarking Large Language Models for Repository-level Solidity Smart Contract Generation [Paper] [Code]
LLM· Ethereum - (NeurIPS 2024) Detecting Bugs with Substantial Monetary Consequences by LLM and Rule-based Reasoning [Paper]
LLMProgram-Analysis - (WWW 2024) Characterizing Ethereum Upgradable Smart Contracts and Their Security Implications [Paper]
Measurement· Ethereum - (WWW 2024 Companion) DeFiTail: DeFi Protocol Inspection through Cross-Contract Execution Analysis [Paper]
Program-Analysis· DeFi - (WWW 2024 Companion) StateGuard: Detecting State Derailment Defects in Decentralized Exchange Smart Contract [Paper]
Program-Analysis· DEX - (IJCAI 2024) EFEVD: Enhanced Feature Extraction for Smart Contract Vulnerability Detection [Paper]
Deep-LearningVulnerability-Detection - (ICDE 2024) MuFuzz: Sequence-Aware Mutation and Seed Mask Guidance for Blockchain Smart Contract Fuzzing [Paper]
Fuzzing
Sharding, consensus, transaction execution, storage and query processing, P2P and cross-chain security.
- (WWW 2026) Alzo: Auto-Tuning with Reinforcement Learning for DAG-based Blockchains [Paper]
RL· DAG - (WWW 2026) BIND: Enabling Continuous Transaction Processing During Account Migration in Sharded Blockchains [Paper]
Sharding - (WWW 2026) Concordia: Enabling Low-Conflict Distributed Transaction Scheduling in Sharding Blockchain via Cooperative Perception [Paper]
Sharding - (WWW 2026) Eclipse Attacks on Ethereum's Peer-to-Peer Network [Paper]
P2P-Security· Ethereum - (WWW 2026) Greedy Attack: Breaking Finality against VeChain Proof-of-Authority Consensus Protocol [Paper]
Consensus-Security· VeChain - (WWW 2026) On the Effectiveness of Mempool-based Transaction Auditing [Paper]
Measurement· Ethereum - (WWW 2026) Risk-free Selfish Mining in Hybrid Predictability Model. A Case Study on Polkadot's NPoS [Paper] · Polkadot
- (WWW 2026 Companion) A Taxonomy-Driven Cryptographic Dependency Inventory for Post-Quantum Migration in Decentralized Systems: Triage Rules and a Worked Example [Paper]
Post-Quantum - (ICDE 2026) Banknote-Chain: Achieving User-Incentivized Parallelism in Blockchain via a Banknote-Inspired Transaction Model [Paper] [Code]
Systems - (ICDE 2026) Chubby: Robust Smart Contract Execution Against Dependency Over-Declaration [Paper]
Concurrency - (ICDE 2026) Cole⁺: Towards Practical Column-Based Learned Storage for Blockchain Systems [Paper]
Learned-IndexStorage - (ICDE 2026) GECO: A Confidentiality-Preserving and High-Performance Permissioned Blockchain Framework for General Smart Contracts [Paper]
Systems· Permissioned - (ICDE 2026) Rethinking BFT Consensus via Transaction-Level Protocol Construction for Optimal Performance [Paper]
Consensus - (ICDE 2026) RoarChain: A Robust Sharding Blockchain System for Enterprise Consortium [Paper]
Sharding· Permissioned - (ICDE 2026) SpendableStore: A UTXO-Based Decentralized Data Store [Paper]
Storage· UTXO - (WWW 2025) AERO: Enhancing Sharding Blockchain via Deep Reinforcement Learning for Account Migration [Paper]
RLSharding - (WWW 2025) MAP the Blockchain World: A Trustless and Scalable Blockchain Interoperability Protocol for Cross-chain Applications [Paper]
Interoperability· Cross-chain - (ICDE 2025) E³FS: Efficient, Secure, and Verifiable Fuzzy Search with Data Updates in Hybrid-Storage Blockchains [Paper]
Query-Processing - (ICDE 2025) Loom: A Deterministic Execution Framework Towards Nested Contract Transactions [Paper]
Concurrency· Permissioned - (ICDE 2025) MEST: An Efficient Authenticated Secondary Index in Blockchain Systems [Paper]
Indexing - (ICDE 2025) Towards Dynamic Boolean Range Query Over Hybrid-Storage Blockchains: A Secure and Reliably Verifiable Framework [Paper]
Query-Processing - (ICDE 2025) VGQ: Enabling Verifiable Graph Queries on Blockchain Systems [Paper]
Query-Processing - (WWW 2024) Advancing Web 3.0: Making Smart Contracts Smarter on Blockchain [Paper]
AI-InferenceSystems· Ethereum - (WWW 2024) Blockchain Censorship [Paper]
Measurement· Ethereum - (WWW 2024) SPRING: Improving the Throughput of Sharding Blockchain via Deep Reinforcement Learning Based State Placement [Paper]
RLSharding - (WWW 2024 Companion) Distributed Transparent Data Layer for Next Generation Blockchains [Paper]
Systems - (WWW 2024 Companion) Seamlessly Transferring Assets through Layer-0 Bridges: An Empirical Analysis of Stargate Bridge's Architecture and Dynamics [Paper]
Measurement· Cross-chain - (WWW 2024 Companion) Statistical Confidence in Mining Power Estimates for PoW Blockchains [Paper]
Statistics· PoW - (AAAI 2024) Approval-Based Committee Voting in Practice: A Case Study of (over-)Representation in the Polkadot Blockchain [Paper]
Social-Choice· Polkadot - (CIKM 2024) HTFabric: A Fast Re-ordering and Parallel Re-execution Method for a High-Throughput Blockchain [Paper] [Code]
Systems· Permissioned - (ICDE 2024) Authenticated Keyword Search on Large-Scale Graphs in Hybrid-Storage Blockchains [Paper]
Query-Processing - (ICDE 2024) Authenticated Subgraph Matching in Hybrid-Storage Blockchains [Paper]
Query-Processing - (ICDE 2024) Efficient Partial Order Based Transaction Processing for Permissioned Blockchains [Paper]
Systems· Permissioned - (ICDE 2024) Enabling Efficient, Verifiable, and Secure Conjunctive Keyword Search in Hybrid-Storage Blockchains [Paper]
Query-Processing - (ICDE 2024) Porygon: Scaling Blockchain via 3D Parallelism [Paper]
Systems - (ICDE 2024) SharDAG: Scaling DAG-Based Blockchains Via Adaptive Sharding [Paper]
Sharding - (ICDE 2024) SpotLess: Concurrent Rotational Consensus Made Practical Through Rapid View Synchronization [Paper]
Consensus - (ICDE 2024) TELL: Efficient Transaction Execution Protocol Towards Leaderless Consensus [Paper]
Consensus· Permissioned - (ICDE 2024) V2FS : A Verifiable Virtual Filesystem for Multi-Chain Query Authentication [Paper]
Query-Processing· Multi-chain
Surveys, tutorials and workshop summaries held at the covered conferences.
- (WWW 2026 Companion) Quantum-Safe, Efficient, and AI-Enhanced Blockchains for the Web: A Cooperative Tutorial on Quantum Computing, Blockchain Applications, and Data Standards [Paper]
Tutorial - (WWW 2026 Companion) ZABAPAD 2026: 1st Workshop on Zero-knowledge Proof and Blockchain for WEB 4.0: Advancing the Post-quantum and Decentralized Era [Paper]
Workshop - (IJCAI 2026) Large Language Models for Blockchain Security and Analytics: A Survey [Paper]
LLMSurvey - (KDD 2024) The Fourth International Workshop on Smart Data for Blockchain and Distributed Ledger (SDBD'24) [Paper]
Workshop - (WWW 2024 Companion) CAAW'24: The 3rd International Cryptoasset Analytics Workshop [Paper]
Workshop - (WWW 2024 Companion) Incentives in the Ether: Practical Cryptocurrency Economics & Security [Paper]
Tutorial - (WWW 2024 Companion) When Crypto Economics Meet Graph Analytics and Learning [Paper]
Tutorial
- (ICML 2026) EVMbench: Evaluating AI Agents on Smart Contract Security [Paper] [Code]
Agent· Ethereum — Smart Contract Security & Analysis - (ICML 2026) Scam2Prompt: A Scalable Framework for Auditing Malicious Scam Endpoints in Production LLMs ＊ [Paper] [Code]
LLM· Web3 — Fraud, Scam & Attack Detection - (ICLR 2026) CTBench: Cryptocurrency Time Series Generation Benchmark [Paper]
GenerativeTime-Series· Crypto — Price Forecasting & Market Analysis - (ICLR 2026) Trade in Minutes! Rationality-Driven Agentic System for Quantitative Financial Trading ＊ [Paper]
LLMAgent· Crypto — Trading & Portfolio Management - (ICLR 2026 Workshop) Probabilistic Multivariate Time Series Forecasting with Diffusion Copulas [Paper]
DiffusionTime-Series· Crypto — Price Forecasting & Market Analysis - (KDD 2026) DMind Benchmark: Toward a Holistic Assessment of LLM Capabilities across the Web3 Domain [Paper]
LLM· Web3 — NFT, DAO & Web3 Ecosystem - (KDD 2026) FineFT: Efficient and Risk-Aware Ensemble Reinforcement Learning for Futures Trading [Paper]
RL· Crypto — Trading & Portfolio Management - (KDD 2026) Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocols [Paper] [Code]
Time-Series· DEX — Price Forecasting & Market Analysis - (WWW 2026) Alzo: Auto-Tuning with Reinforcement Learning for DAG-based Blockchains [Paper]
RL· DAG — Blockchain Systems & Infrastructure - (WWW 2026) Analysis of CEX-DEX Arbitrage Opportunities with Hidden Markov Models [Paper]
HMM· DEX — Trading & Portfolio Management - (WWW 2026) BIND: Enabling Continuous Transaction Processing During Account Migration in Sharded Blockchains [Paper]
Sharding— Blockchain Systems & Infrastructure - (WWW 2026) Concordia: Enabling Low-Conflict Distributed Transaction Scheduling in Sharding Blockchain via Cooperative Perception [Paper]
Sharding— Blockchain Systems & Infrastructure - (WWW 2026) Deterring A Small Collusion is All You Need [Paper]
Mechanism-Design— DeFi, MEV & Market Mechanisms - (WWW 2026) Eclipse Attacks on Ethereum's Peer-to-Peer Network [Paper]
P2P-Security· Ethereum — Blockchain Systems & Infrastructure - (WWW 2026) Evasion Under Blockchain Sanctions [Paper]
Measurement· Ethereum — Fraud, Scam & Attack Detection - (WWW 2026) Greedy Attack: Breaking Finality against VeChain Proof-of-Authority Consensus Protocol [Paper]
Consensus-Security· VeChain — Blockchain Systems & Infrastructure - (WWW 2026) LiquidityPool: Game-Theoretic Analysis of Stakeholder Revenue in Ranking-Dependent DeFi [Paper]
Game-Theory· DeFi — DeFi, MEV & Market Mechanisms - (WWW 2026) Multi-Modal Enhanced Graph Transfer Learning for Digital Finance Fraud Detection [Paper]
GNNMultimodalTransfer-Learning· Crypto — Fraud, Scam & Attack Detection - (WWW 2026) On the Effectiveness of Mempool-based Transaction Auditing [Paper]
Measurement· Ethereum — Blockchain Systems & Infrastructure - (WWW 2026) Risk-free Selfish Mining in Hybrid Predictability Model. A Case Study on Polkadot's NPoS [Paper] · Polkadot — Blockchain Systems & Infrastructure
- (WWW 2026) ShadowClone: Scalable Decentralized Identity with Cross-Domain Anonymity and Accountable Traceability [Paper]
Cryptography· DID — NFT, DAO & Web3 Ecosystem - (WWW 2026) TGweaver: Synthesizing Transaction Graphs for De-anonymization Analysis [Paper]
Data-Synthesis· Mixer — On-chain Transaction & Graph Analytics - (WWW 2026) The Promise vs. Reality of NFT Decentralization: An Empirical Study of Storage Strategies and Defects [Paper]
Measurement· NFT — NFT, DAO & Web3 Ecosystem - (WWW 2026) Understanding Post-Exploit Laundering Behavior on Ethereum [Paper]
Measurement· Ethereum — Fraud, Scam & Attack Detection - (WWW 2026 Companion) A Taxonomy-Driven Cryptographic Dependency Inventory for Post-Quantum Migration in Decentralized Systems: Triage Rules and a Worked Example [Paper]
Post-Quantum— Blockchain Systems & Infrastructure - (WWW 2026 Companion) Benchmarking Temporal Web3 Intelligence: Lessons from the FinSurvival 2025 Challenge [Paper]
Survival-Analysis· DeFi — DeFi, MEV & Market Mechanisms - (WWW 2026 Companion) Learning-Based Optimization of Atomic Arbitrage in Decentralized Financial Systems [Paper]
Optimization· DEX — Trading & Portfolio Management - (WWW 2026 Companion) Quantum-Safe, Efficient, and AI-Enhanced Blockchains for the Web: A Cooperative Tutorial on Quantum Computing, Blockchain Applications, and Data Standards [Paper]
Tutorial— Surveys, Tutorials & Workshops - (WWW 2026 Companion) ZABAPAD 2026: 1st Workshop on Zero-knowledge Proof and Blockchain for WEB 4.0: Advancing the Post-quantum and Decentralized Era [Paper]
Workshop— Surveys, Tutorials & Workshops - (AAAI 2026) ArchetypeTrader: Reinforcement Learning for Selecting and Refining Learnable Strategic Archetypes in Quantitative Trading [Paper] [Code]
RL· Crypto — Trading & Portfolio Management - (AAAI 2026) BugSweeper: Function-Level Detection of Smart Contract Vulnerabilities Using Graph Neural Networks [Paper]
GNN· Ethereum — Smart Contract Security & Analysis - (AAAI 2026) IGT4ETH: An Isotropic Pre-trained Graph Transformer for Ethereum Account Classification [Paper] [Code]
GNNPre-training· Ethereum — On-chain Transaction & Graph Analytics - (AAAI 2026) Market-Aware Event Timeline Summarization: Integrating Price Signals to Improve Financial News Understanding [Paper]
LLMNLP· Crypto — Price Forecasting & Market Analysis - (IJCAI 2026) Large Language Models for Blockchain Security and Analytics: A Survey [Paper]
LLMSurvey— Surveys, Tutorials & Workshops - (IJCAI 2026) Temporal Motif-aware Graph Test-time Adaptation for OOD Blockchain Anomaly Detection [Paper] [Code]
GNNTemporal-Graph· Crypto — Fraud, Scam & Attack Detection - (ICDE 2026) Banknote-Chain: Achieving User-Incentivized Parallelism in Blockchain via a Banknote-Inspired Transaction Model [Paper] [Code]
Systems— Blockchain Systems & Infrastructure - (ICDE 2026) Chubby: Robust Smart Contract Execution Against Dependency Over-Declaration [Paper]
Concurrency— Blockchain Systems & Infrastructure - (ICDE 2026) Cole⁺: Towards Practical Column-Based Learned Storage for Blockchain Systems [Paper]
Learned-IndexStorage— Blockchain Systems & Infrastructure - (ICDE 2026) GECO: A Confidentiality-Preserving and High-Performance Permissioned Blockchain Framework for General Smart Contracts [Paper]
Systems· Permissioned — Blockchain Systems & Infrastructure - (ICDE 2026) PRIME: Efficient Algorithm for Token Graph Routing Problem [Paper]
Graph-Algorithms· DEX — DeFi, MEV & Market Mechanisms - (ICDE 2026) Rethinking BFT Consensus via Transaction-Level Protocol Construction for Optimal Performance [Paper]
Consensus— Blockchain Systems & Infrastructure - (ICDE 2026) RoarChain: A Robust Sharding Blockchain System for Enterprise Consortium [Paper]
Sharding· Permissioned — Blockchain Systems & Infrastructure - (ICDE 2026) SpendableStore: A UTXO-Based Decentralized Data Store [Paper]
Storage· UTXO — Blockchain Systems & Infrastructure - (ICDE 2026) TRADER: Real-time Arbitrage Detection via Negative Cycles on Dynamic Graphs [Paper]
Graph-Algorithms· DEX — Trading & Portfolio Management - (SIGIR 2026) TDHGNN: A Temporal Directed Hypergraph Neural Network for Bitcoin Fraud Detection [Paper] [Code]
HypergraphTemporal-Graph· Bitcoin — Fraud, Scam & Attack Detection - (ACL 2026) EVM-QuestBench: An Execution-Grounded Benchmark for Natural-Language Transaction Code Generation [Paper] [Code]
LLM· Ethereum — Smart Contract Security & Analysis - (ACL 2026) Towards Trustworthy Smart Contract Synthesis: A Multi-Agent Framework with Lean-Based Verification [Paper]
AgentFormal-Verification— Smart Contract Security & Analysis
- (NeurIPS 2025) BlockScan: Detecting Anomalies in Blockchain Transactions [Paper]
TransformerLLM· Crypto — Fraud, Scam & Attack Detection - (NeurIPS 2025) OPHR: Mastering Volatility Trading with Multi-Agent Deep Reinforcement Learning [Paper] [Code]
RLMulti-Agent· Bitcoin, Ethereum — Trading & Portfolio Management - (NeurIPS 2025 D&B) MiNT: Multi-Network Transfer Benchmark for Temporal Graph Learning [Paper] [Code]
Temporal-GraphTransfer-Learning· Ethereum — On-chain Transaction & Graph Analytics - (NeurIPS 2025 Workshop) Orchestration Framework for Financial Agents: From Algorithmic Trading to Agentic Trading ＊ [Paper] [Code]
LLMAgent· Crypto — Trading & Portfolio Management - (NeurIPS 2025 D&B) The Temporal Graph of Bitcoin Transactions [Paper] [Code]
Temporal-Graph· Bitcoin — On-chain Transaction & Graph Analytics - (ICLR 2025 Workshop) Exploring LLM Cryptocurrency Trading Through Fact-Subjectivity Aware Reasoning [Paper] [Code]
LLM· Crypto — Trading & Portfolio Management - (ICLR 2025 Workshop) FinTSBridge: A New Evaluation Suite for Real-world Financial Prediction with Advanced Time Series Models ＊ [Paper]
Time-Series· Crypto — Price Forecasting & Market Analysis - (KDD 2025) Breeding-aware Revenue Maximization for NFT Viral Marketing on Social Networks [Paper]
Influence-Maximization· NFT — NFT, DAO & Web3 Ecosystem - (KDD 2025) Chainlet Orbits: Topological Address Embedding for Blockchain [Paper]
Topological· Bitcoin — On-chain Transaction & Graph Analytics - (KDD 2025) CryptoMixer: Fine-grained market information-aware MLP Networks for Individual Cryptocurrency Trading Prediction [Paper] [Code]
MLPTime-Series· Crypto — Price Forecasting & Market Analysis - (KDD 2025) TEMPER: Capturing Consistent and Fluctuating TEMPoral User Behaviour for EtheReum Phishing Scam Detection [Paper]
Temporal-Graph· Ethereum — Fraud, Scam & Attack Detection - (WWW 2025) AERO: Enhancing Sharding Blockchain via Deep Reinforcement Learning for Account Migration [Paper]
RLSharding— Blockchain Systems & Infrastructure - (WWW 2025) Beyond Visual Confusion: Understanding How Inconsistencies in ENS Normalization Facilitate Homoglyph Attacks [Paper]
Measurement· ENS — NFT, DAO & Web3 Ecosystem - (WWW 2025) CATALOG: Exploiting Joint Temporal Dependencies for Enhanced Phishing Detection on Ethereum [Paper]
Temporal-Graph· Ethereum — Fraud, Scam & Attack Detection - (WWW 2025) Fully Anonymous Decentralized Identity Supporting Threshold Traceability with Practical Blockchain [Paper]
Cryptography· DID — NFT, DAO & Web3 Ecosystem - (WWW 2025) Gamblers or Delegatees: Identifying Hidden Participant Roles in Crypto Casinos [Paper]
Measurement· Crypto — On-chain Transaction & Graph Analytics - (WWW 2025) Hunting in the Dark Forest: A Pre-trained Model for On-chain Attack Transaction Detection in Web3 [Paper] [Code]
Pre-training· EVM — Fraud, Scam & Attack Detection - (WWW 2025) Linking Souls to Humans: Blockchain Accounts with Credible Anonymity for Web 3.0 Decentralized Identity [Paper]
Cryptography· DID — NFT, DAO & Web3 Ecosystem - (WWW 2025) MAP the Blockchain World: A Trustless and Scalable Blockchain Interoperability Protocol for Cross-chain Applications [Paper]
Interoperability· Cross-chain — Blockchain Systems & Infrastructure - (WWW 2025) NFTs as a Data-Rich Test Bed: Conspicuous Consumption and its Determinants [Paper]
Economics· NFT — NFT, DAO & Web3 Ecosystem - (WWW 2025) Private Order Flows and Builder Bidding Dynamics: The Road to Monopoly in Ethereum's Block Building Market [Paper]
MeasurementGame-Theory· Ethereum — DeFi, MEV & Market Mechanisms - (WWW 2025) Quantitative Runtime Monitoring of Ethereum Transaction Attacks [Paper]
Runtime-Verification· Ethereum — Smart Contract Security & Analysis - (WWW 2025) Safeguarding Blockchain Ecosystem: Understanding and Detecting Attack Transactions on Cross-chain Bridges [Paper]
Measurement· Cross-chain — Fraud, Scam & Attack Detection - (WWW 2025) Serial Scammers and Attack of the Clones: How Scammers Coordinate Multiple Rug Pulls on Decentralized Exchanges [Paper]
Measurement· DEX — Fraud, Scam & Attack Detection - (WWW 2025) SigScope: Detecting and Understanding Off-Chain Message Signing-related Vulnerabilities in Decentralized Applications [Paper]
Program-Analysis· DApp — Smart Contract Security & Analysis - (WWW 2025) SuiGPT MAD: Move AI Decompiler to Improve Transparency and Auditability on Non-Open-Source Blockchain Smart Contract [Paper]
LLM· Sui — Smart Contract Security & Analysis - (WWW 2025) The Poorest Man in Babylon: A Longitudinal Study of Cryptocurrency Investment Scams [Paper]
Measurement· Crypto — Fraud, Scam & Attack Detection - (WWW 2025 Companion) Bridging Culture and Finance: A Multimodal Analysis of Memecoins in the Web3 Ecosystem [Paper] [Code]
Multimodal· Memecoin — NFT, DAO & Web3 Ecosystem - (WWW 2025 Companion) HedgeAgents: A Balanced-aware Multi-agent Financial Trading System ＊ [Paper] [Code]
LLMAgent· Crypto — Trading & Portfolio Management - (AAAI 2025) CLEP: A Novel Contrastive Learning Method for Evolutionary Reentrancy Vulnerability Detection [Paper]
Contrastive— Smart Contract Security & Analysis - (AAAI 2025) MTVHunter: Smart Contracts Vulnerability Detection Based on Multi-Teacher Knowledge Translation [Paper] [Code]
Knowledge-Distillation— Smart Contract Security & Analysis - (AAAI 2025) SCALM: Detecting Bad Practices in Smart Contracts Through LLMs [Paper]
LLM· Ethereum — Smart Contract Security & Analysis - (IJCAI 2025) Airdrop Games [Paper]
Game-Theory· Token — DeFi, MEV & Market Mechanisms - (IJCAI 2025) Guiding LLM-based Smart Contract Generation with Finite State Machine [Paper]
LLM— Smart Contract Security & Analysis - (IJCAI 2025) Smart Contracts for Trustless Sampling of Correlated Equilibria [Paper]
Game-Theory— DeFi, MEV & Market Mechanisms - (CIKM 2025) Adaptive Bidirectional State Space Model for High-frequency Portfolio Management ＊ [Paper]
SSMRL· Crypto — Trading & Portfolio Management - (CIKM 2025) CoinCLIP: A Multimodal Framework for Assessing Viability in Web3 Memecoins [Paper]
Multimodal· Memecoin — NFT, DAO & Web3 Ecosystem - (CIKM 2025) From Patterns to Predictions: A Shapelet-Based Framework for Directional Forecasting in Noisy Financial Markets ＊ [Paper]
ShapeletTime-Series· Bitcoin — Price Forecasting & Market Analysis - (ICDM 2025) Equilibrium-Based NFT Marketplace Recommendation for NFTs with Breeding [Paper] [Code]
RecommendationGame-Theory· NFT — NFT, DAO & Web3 Ecosystem - (ICDM 2025) When LLM Meets Simplicial Complex: A Novel Graph Prompt Learning on Ethereum Transaction Networks [Paper]
LLMGNN· Ethereum — On-chain Transaction & Graph Analytics - (ICDE 2025) E³FS: Efficient, Secure, and Verifiable Fuzzy Search with Data Updates in Hybrid-Storage Blockchains [Paper]
Query-Processing— Blockchain Systems & Infrastructure - (ICDE 2025) Know Your Account: Double Graph Inference-Based Account De-Anonymization on Ethereum [Paper]
GNN· Ethereum — On-chain Transaction & Graph Analytics - (ICDE 2025) Loom: A Deterministic Execution Framework Towards Nested Contract Transactions [Paper]
Concurrency· Permissioned — Blockchain Systems & Infrastructure - (ICDE 2025) MEST: An Efficient Authenticated Secondary Index in Blockchain Systems [Paper]
Indexing— Blockchain Systems & Infrastructure - (ICDE 2025) Towards Dynamic Boolean Range Query Over Hybrid-Storage Blockchains: A Secure and Reliably Verifiable Framework [Paper]
Query-Processing— Blockchain Systems & Infrastructure - (ICDE 2025) VGQ: Enabling Verifiable Graph Queries on Blockchain Systems [Paper]
Query-Processing— Blockchain Systems & Infrastructure - (WSDM 2025) Optimizing Blockchain Analysis: Tackling Temporality and Scalability with an Incremental Approach with Metropolis-Hastings Random Walks [Paper]
Graph-Sampling· Crypto — On-chain Transaction & Graph Analytics - (EMNLP 2025) SolEval: Benchmarking Large Language Models for Repository-level Solidity Smart Contract Generation [Paper] [Code]
LLM· Ethereum — Smart Contract Security & Analysis
- (NeurIPS 2024) Detecting Bugs with Substantial Monetary Consequences by LLM and Rule-based Reasoning [Paper]
LLMProgram-Analysis— Smart Contract Security & Analysis - (NeurIPS 2024 D&B) Multi-Chain Graphs of Graphs: A New Approach to Analyzing Blockchain Datasets [Paper] [Code] · Multi-chain — On-chain Transaction & Graph Analytics
- (ICLR 2024) EX-Graph: A Pioneering Dataset Bridging Ethereum and X [Paper] · Ethereum — On-chain Transaction & Graph Analytics
- (KDD 2024) BitLINK: Temporal Linkage of Address Clusters in Bitcoin Blockchain [Paper]
Clustering· Bitcoin — On-chain Transaction & Graph Analytics - (KDD 2024) COMET: NFT Price Prediction with Wallet Profiling [Paper]
Time-SeriesGraph· NFT — Price Forecasting & Market Analysis - (KDD 2024) MacroHFT: Memory Augmented Context-aware Reinforcement Learning On High Frequency Trading [Paper] [Code]
RL· Crypto — Trading & Portfolio Management - (KDD 2024) Money Never Sleeps: Maximizing Liquidity Mining Yields in Decentralized Finance [Paper]
Optimization· DeFi — DeFi, MEV & Market Mechanisms - (KDD 2024) The Fourth International Workshop on Smart Data for Blockchain and Distributed Ledger (SDBD'24) [Paper]
Workshop— Surveys, Tutorials & Workshops - (WWW 2024) Advancing Web 3.0: Making Smart Contracts Smarter on Blockchain [Paper]
AI-InferenceSystems· Ethereum — Blockchain Systems & Infrastructure - (WWW 2024) ARTEMIS: Detecting Airdrop Hunters in NFT Markets with a Graph Learning System [Paper]
GNN· NFT — Fraud, Scam & Attack Detection - (WWW 2024) Blockchain Censorship [Paper]
Measurement· Ethereum — Blockchain Systems & Infrastructure - (WWW 2024) Characterizing Ethereum Upgradable Smart Contracts and Their Security Implications [Paper]
Measurement· Ethereum — Smart Contract Security & Analysis - (WWW 2024) DenseFlow: Spotting Cryptocurrency Money Laundering in Ethereum Transaction Graphs [Paper]
Graph-Mining· Ethereum — Fraud, Scam & Attack Detection - (WWW 2024) Exploring Unconfirmed Transactions for Effective Bitcoin Address Clustering [Paper]
Clustering· Bitcoin — On-chain Transaction & Graph Analytics - (WWW 2024) IDEA-DAC: Integrity-Driven Editing for Accountable Decentralized Anonymous Credentials via ZK-JSON [Paper] [Code]
Cryptography· DID — NFT, DAO & Web3 Ecosystem - (WWW 2024) Identifying Risky Vendors in Cryptocurrency P2P Marketplaces [Paper]
Machine-Learning· Crypto — Fraud, Scam & Attack Detection - (WWW 2024) Interface Illusions: Uncovering the Rise of Visual Scams in Cryptocurrency Wallets [Paper]
Measurement· Wallet — Fraud, Scam & Attack Detection - (WWW 2024) Investigations of Top-Level Domain Name Collisions in Blockchain Naming Services [Paper]
Measurement· ENS — NFT, DAO & Web3 Ecosystem - (WWW 2024) SPRING: Improving the Throughput of Sharding Blockchain via Deep Reinforcement Learning Based State Placement [Paper]
RLSharding— Blockchain Systems & Infrastructure - (WWW 2024) Unveiling the Paradox of NFT Prosperity [Paper]
Measurement· NFT — NFT, DAO & Web3 Ecosystem - (WWW 2024) ZipZap: Efficient Training of Language Models for Large-Scale Fraud Detection on Blockchain [Paper] [Code]
TransformerPre-training· Ethereum — Fraud, Scam & Attack Detection - (WWW 2024 Companion) Anonymity Analysis of the Umbra Stealth Address Scheme on Ethereum [Paper]
Privacy· Ethereum — On-chain Transaction & Graph Analytics - (WWW 2024 Companion) CAAW'24: The 3rd International Cryptoasset Analytics Workshop [Paper]
Workshop— Surveys, Tutorials & Workshops - (WWW 2024 Companion) Characterizing the Solana NFT Ecosystem [Paper]
Measurement· Solana, NFT — NFT, DAO & Web3 Ecosystem - (WWW 2024 Companion) Concentration of Power and Participation in Online Governance: the Ecosystem of Decentralized Autonomous Organizations [Paper]
Measurement· DAO — NFT, DAO & Web3 Ecosystem - (WWW 2024 Companion) Deanonymizing Transactions Originating from Monero Tor Hidden Service Nodes [Paper]
Privacy· Monero — On-chain Transaction & Graph Analytics - (WWW 2024 Companion) DeFiTail: DeFi Protocol Inspection through Cross-Contract Execution Analysis [Paper]
Program-Analysis· DeFi — Smart Contract Security & Analysis - (WWW 2024 Companion) Detecting Financial Bots on the Ethereum Blockchain [Paper]
Machine-Learning· Ethereum — Fraud, Scam & Attack Detection - (WWW 2024 Companion) Distributed Transparent Data Layer for Next Generation Blockchains [Paper]
Systems— Blockchain Systems & Infrastructure - (WWW 2024 Companion) Incentives in the Ether: Practical Cryptocurrency Economics & Security [Paper]
Tutorial— Surveys, Tutorials & Workshops - (WWW 2024 Companion) Measuring Arbitrage Losses and Profitability of AMM Liquidity [Paper]
Measurement· DEX — DeFi, MEV & Market Mechanisms - (WWW 2024 Companion) Seamlessly Transferring Assets through Layer-0 Bridges: An Empirical Analysis of Stargate Bridge's Architecture and Dynamics [Paper]
Measurement· Cross-chain — Blockchain Systems & Infrastructure - (WWW 2024 Companion) StateGuard: Detecting State Derailment Defects in Decentralized Exchange Smart Contract [Paper]
Program-Analysis· DEX — Smart Contract Security & Analysis - (WWW 2024 Companion) Statistical Confidence in Mining Power Estimates for PoW Blockchains [Paper]
Statistics· PoW — Blockchain Systems & Infrastructure - (WWW 2024 Companion) Towards Understanding Crypto-Asset Risks on Ethereum Caused by Key Leakage on the Internet [Paper]
Measurement· Ethereum — Fraud, Scam & Attack Detection - (WWW 2024 Companion) Unveiling Wash Trading in Popular NFT Markets [Paper]
Measurement· NFT — Fraud, Scam & Attack Detection - (WWW 2024 Companion) When Crypto Economics Meet Graph Analytics and Learning [Paper]
Tutorial— Surveys, Tutorials & Workshops - (AAAI 2024) Approval-Based Committee Voting in Practice: A Case Study of (over-)Representation in the Polkadot Blockchain [Paper]
Social-Choice· Polkadot — Blockchain Systems & Infrastructure - (AAAI 2024) EarnHFT: Efficient Hierarchical Reinforcement Learning for High Frequency Trading [Paper] [Code]
RL· Crypto — Trading & Portfolio Management - (IJCAI 2024) EFEVD: Enhanced Feature Extraction for Smart Contract Vulnerability Detection [Paper]
Deep-LearningVulnerability-Detection— Smart Contract Security & Analysis - (IJCAI 2024) Trade When Opportunity Comes: Price Movement Forecasting via Locality-Aware Attention and Iterative Refinement Labeling ＊ [Paper]
Transformer· Crypto — Price Forecasting & Market Analysis - (CIKM 2024) Cryptocurrency Price Forecasting using Variational Autoencoder with Versatile Quantile Modeling [Paper]
GenerativeTime-Series· Crypto — Price Forecasting & Market Analysis - (CIKM 2024) Effective Illicit Account Detection on Large Cryptocurrency MultiGraphs [Paper] [Code]
GNN· Crypto — Fraud, Scam & Attack Detection - (CIKM 2024) HTFabric: A Fast Re-ordering and Parallel Re-execution Method for a High-Throughput Blockchain [Paper] [Code]
Systems· Permissioned — Blockchain Systems & Infrastructure - (ICDE 2024) Authenticated Keyword Search on Large-Scale Graphs in Hybrid-Storage Blockchains [Paper]
Query-Processing— Blockchain Systems & Infrastructure - (ICDE 2024) Authenticated Subgraph Matching in Hybrid-Storage Blockchains [Paper]
Query-Processing— Blockchain Systems & Infrastructure - (ICDE 2024) Efficient Partial Order Based Transaction Processing for Permissioned Blockchains [Paper]
Systems· Permissioned — Blockchain Systems & Infrastructure - (ICDE 2024) Enabling Efficient, Verifiable, and Secure Conjunctive Keyword Search in Hybrid-Storage Blockchains [Paper]
Query-Processing— Blockchain Systems & Infrastructure - (ICDE 2024) MuFuzz: Sequence-Aware Mutation and Seed Mask Guidance for Blockchain Smart Contract Fuzzing [Paper]
Fuzzing— Smart Contract Security & Analysis - (ICDE 2024) Porygon: Scaling Blockchain via 3D Parallelism [Paper]
Systems— Blockchain Systems & Infrastructure - (ICDE 2024) SharDAG: Scaling DAG-Based Blockchains Via Adaptive Sharding [Paper]
Sharding— Blockchain Systems & Infrastructure - (ICDE 2024) SpotLess: Concurrent Rotational Consensus Made Practical Through Rapid View Synchronization [Paper]
Consensus— Blockchain Systems & Infrastructure - (ICDE 2024) TELL: Efficient Transaction Execution Protocol Towards Leaderless Consensus [Paper]
Consensus· Permissioned — Blockchain Systems & Infrastructure - (ICDE 2024) V2FS : A Verifiable Virtual Filesystem for Multi-Chain Query Authentication [Paper]
Query-Processing· Multi-chain — Blockchain Systems & Infrastructure - (EMNLP 2024) CryptoTrade: A Reflective LLM-based Agent to Guide Zero-shot Cryptocurrency Trading [Paper] [Code]
LLMAgent· Crypto — Trading & Portfolio Management
Papers that release a dataset or benchmark (also listed under their task above).
- (ICML 2026) EVMbench: Evaluating AI Agents on Smart Contract Security [Paper] [Code]
Agent· Ethereum - (ICLR 2026) CTBench: Cryptocurrency Time Series Generation Benchmark [Paper]
GenerativeTime-Series· Crypto - (KDD 2026) DMind Benchmark: Toward a Holistic Assessment of LLM Capabilities across the Web3 Domain [Paper]
LLM· Web3 - (WWW 2026 Companion) Benchmarking Temporal Web3 Intelligence: Lessons from the FinSurvival 2025 Challenge [Paper]
Survival-Analysis· DeFi - (ACL 2026) EVM-QuestBench: An Execution-Grounded Benchmark for Natural-Language Transaction Code Generation [Paper] [Code]
LLM· Ethereum - (NeurIPS 2025 D&B) MiNT: Multi-Network Transfer Benchmark for Temporal Graph Learning [Paper] [Code]
Temporal-GraphTransfer-Learning· Ethereum - (NeurIPS 2025 D&B) The Temporal Graph of Bitcoin Transactions [Paper] [Code]
Temporal-Graph· Bitcoin - (ICLR 2025 Workshop) FinTSBridge: A New Evaluation Suite for Real-world Financial Prediction with Advanced Time Series Models ＊ [Paper]
Time-Series· Crypto - (EMNLP 2025) SolEval: Benchmarking Large Language Models for Repository-level Solidity Smart Contract Generation [Paper] [Code]
LLM· Ethereum - (NeurIPS 2024 D&B) Multi-Chain Graphs of Graphs: A New Approach to Analyzing Blockchain Datasets [Paper] [Code] · Multi-chain
- (ICLR 2024) EX-Graph: A Pioneering Dataset Bridging Ethereum and X [Paper] · Ethereum
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