Detecting Various DeFi Price Manipulations with LLM Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Zhong, Juantao, Wu, Daoyuan, Liu, Ye, Xie, Maoyi, Liu, Yang, Li, Yi, Liu, Ning |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
LLM-Powered Detection of Price Manipulation in DeFi
by: Liu, Lu, et al.
Published: (2025)
by: Liu, Lu, et al.
Published: (2025)
DeFiGuard: A Price Manipulation Detection Service in DeFi using Graph Neural Networks
by: Wang, Dabao, et al.
Published: (2024)
by: Wang, Dabao, et al.
Published: (2024)
LLMs Can Defend Themselves Against Jailbreaking in a Practical Manner: A Vision Paper
by: Wu, Daoyuan, et al.
Published: (2024)
by: Wu, Daoyuan, et al.
Published: (2024)
Paper Agents, Paper Gains: An Empirical Analysis of DeFi Investment Agents
by: Yu, Jay, et al.
Published: (2026)
by: Yu, Jay, et al.
Published: (2026)
Rethinking and Exploring String-Based Malware Family Classification in the Era of LLMs and RAG
by: Chen, Yufan, et al.
Published: (2025)
by: Chen, Yufan, et al.
Published: (2025)
Ormer: A Manipulation-resistant and Gas-efficient Blockchain Pricing Oracle for DeFi
by: Bai, Dongbin, et al.
Published: (2024)
by: Bai, Dongbin, et al.
Published: (2024)
LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning
by: Sun, Yuqiang, et al.
Published: (2024)
by: Sun, Yuqiang, et al.
Published: (2024)
I Experienced More than 10 DeFi Scams: On DeFi Users' Perception of Security Breaches and Countermeasures
by: Liu, Mingyi, et al.
Published: (2024)
by: Liu, Mingyi, et al.
Published: (2024)
AiRacleX: Automated Detection of Price Oracle Manipulations via LLM-Driven Knowledge Mining and Prompt Generation
by: Gao, Bo, et al.
Published: (2025)
by: Gao, Bo, et al.
Published: (2025)
DeFi TrustBoost: Blockchain and AI for Trustworthy Decentralized Financial Decisions
by: Sachan, Swati, et al.
Published: (2025)
by: Sachan, Swati, et al.
Published: (2025)
Penetrating the Hostile: Detecting DeFi Protocol Exploits through Cross-Contract Analysis
by: Li, Xiaoqi, et al.
Published: (2025)
by: Li, Xiaoqi, et al.
Published: (2025)
SelfDefend: LLMs Can Defend Themselves against Jailbreaking in a Practical Manner
by: Wang, Xunguang, et al.
Published: (2024)
by: Wang, Xunguang, et al.
Published: (2024)
GPTScan: Detecting Logic Vulnerabilities in Smart Contracts by Combining GPT with Program Analysis
by: Sun, Yuqiang, et al.
Published: (2023)
by: Sun, Yuqiang, et al.
Published: (2023)
Protecting DeFi Platforms against Non-Price Flash Loan Attacks
by: Alhaidari, Abdulrahman, et al.
Published: (2025)
by: Alhaidari, Abdulrahman, et al.
Published: (2025)
Decentralized Intelligence in GameFi: Embodied AI Agents and the Convergence of DeFi and Virtual Ecosystems
by: Jia, Fernando, et al.
Published: (2024)
by: Jia, Fernando, et al.
Published: (2024)
On-Chain Decentralized Learning and Cost-Effective Inference for DeFi Attack Mitigation
by: Alhaidari, Abdulrahman, et al.
Published: (2025)
by: Alhaidari, Abdulrahman, et al.
Published: (2025)
DeFiTail: DeFi Protocol Inspection through Cross-Contract Execution Analysis
by: Li, Wenkai, et al.
Published: (2024)
by: Li, Wenkai, et al.
Published: (2024)
Differentiation-Based Extraction of Proprietary Data from Fine-Tuned LLMs
by: Li, Zongjie, et al.
Published: (2025)
by: Li, Zongjie, et al.
Published: (2025)
DeFi composability as MEV non-interference
by: Bartoletti, Massimo, et al.
Published: (2023)
by: Bartoletti, Massimo, et al.
Published: (2023)
CTIArena: Benchmarking LLM Knowledge and Reasoning Across Heterogeneous Cyber Threat Intelligence
by: Cheng, Yutong, et al.
Published: (2025)
by: Cheng, Yutong, et al.
Published: (2025)
Combating Data Laundering in LLM Training
by: Li, Muxing, et al.
Published: (2026)
by: Li, Muxing, et al.
Published: (2026)
MCPSecBench: A Systematic Security Benchmark and Playground for Testing Model Context Protocols
by: Yang, Yixuan, et al.
Published: (2025)
by: Yang, Yixuan, et al.
Published: (2025)
Taxonomy, Evaluation and Exploitation of IPI-Centric LLM Agent Defense Frameworks
by: Ji, Zimo, et al.
Published: (2025)
by: Ji, Zimo, et al.
Published: (2025)
VulnLLM-R: Specialized Reasoning LLM with Agent Scaffold for Vulnerability Detection
by: Nie, Yuzhou, et al.
Published: (2025)
by: Nie, Yuzhou, et al.
Published: (2025)
TrajAD: Trajectory Anomaly Detection for Trustworthy LLM Agents
by: Liu, Yibing, et al.
Published: (2026)
by: Liu, Yibing, et al.
Published: (2026)
SafeHarness: Lifecycle-Integrated Security Architecture for LLM-based Agent Deployment
by: Lin, Xixun, et al.
Published: (2026)
by: Lin, Xixun, et al.
Published: (2026)
Strengthening DeFi Security: A Static Analysis Approach to Flash Loan Vulnerabilities
by: Wu, Ka Wai
Published: (2024)
by: Wu, Ka Wai
Published: (2024)
BadMoE: Backdooring Mixture-of-Experts LLMs via Optimizing Routing Triggers and Infecting Dormant Experts
by: Wang, Qingyue, et al.
Published: (2025)
by: Wang, Qingyue, et al.
Published: (2025)
SoK: Evaluating Jailbreak Guardrails for Large Language Models
by: Wang, Xunguang, et al.
Published: (2025)
by: Wang, Xunguang, et al.
Published: (2025)
DRIFT: Dynamic Rule-Based Defense with Injection Isolation for Securing LLM Agents
by: Li, Hao, et al.
Published: (2025)
by: Li, Hao, et al.
Published: (2025)
Credential Leakage in LLM Agent Skills: A Large-Scale Empirical Study
by: Chen, Zhihao, et al.
Published: (2026)
by: Chen, Zhihao, et al.
Published: (2026)
SoK: Decentralized Finance (DeFi) -- Fundamentals, Taxonomy and Risks
by: Gogol, Krzysztof, et al.
Published: (2024)
by: Gogol, Krzysztof, et al.
Published: (2024)
CompressionAttack: Exploiting Prompt Compression as a New Attack Surface in LLM-Powered Agents
by: Liu, Zesen, et al.
Published: (2025)
by: Liu, Zesen, et al.
Published: (2025)
GenDetect: Generalizing Reactive Detection for Resilience Against Imitative DeFi Attack Cascade
by: Cai, Bowen, et al.
Published: (2026)
by: Cai, Bowen, et al.
Published: (2026)
EvoPoC: Automated Exploit Synthesis for DeFi Smart Contracts via Hierarchical Knowledge Graphs
by: Liang, Ruichao, et al.
Published: (2026)
by: Liang, Ruichao, et al.
Published: (2026)
UNSEEN: A Cross-Stack LLM Unlearning Defense against AR-LLM Social Engineering Attacks
by: Yu, Tianlong, et al.
Published: (2026)
by: Yu, Tianlong, et al.
Published: (2026)
From Transactions to Exploits: Automated PoC Synthesis for Real-World DeFi Attacks
by: Su, Xing, et al.
Published: (2026)
by: Su, Xing, et al.
Published: (2026)
From Similarity to Vulnerability: Key Collision Attack on LLM Semantic Caching
by: Zhang, Zhixiang, et al.
Published: (2026)
by: Zhang, Zhixiang, et al.
Published: (2026)
LProtector: An LLM-driven Vulnerability Detection System
by: Sheng, Ze, et al.
Published: (2024)
by: Sheng, Ze, et al.
Published: (2024)
Breaking Minds, Breaking Systems: Jailbreaking Large Language Models via Human-like Psychological Manipulation
by: Liu, Zehao, et al.
Published: (2025)
by: Liu, Zehao, et al.
Published: (2025)
Similar Items
-
LLM-Powered Detection of Price Manipulation in DeFi
by: Liu, Lu, et al.
Published: (2025) -
DeFiGuard: A Price Manipulation Detection Service in DeFi using Graph Neural Networks
by: Wang, Dabao, et al.
Published: (2024) -
LLMs Can Defend Themselves Against Jailbreaking in a Practical Manner: A Vision Paper
by: Wu, Daoyuan, et al.
Published: (2024) -
Paper Agents, Paper Gains: An Empirical Analysis of DeFi Investment Agents
by: Yu, Jay, et al.
Published: (2026) -
Rethinking and Exploring String-Based Malware Family Classification in the Era of LLMs and RAG
by: Chen, Yufan, et al.
Published: (2025)