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Yi-Xuan Liu

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Open access Oct 2026

Exploiting Ethereum Rollback Semantics: Profit-Driven Attack Synthesis and Off-Chain Misinterpretation Testing

The Ethereum Virtual Machine (EVM) enforces atomic execution through rollback, reverting all state changes when execution fails. While necessary for correctness, rollback semantics introduce a distinct attack surface affecting both on-chain execution and off-chain infrastructures. On-chain, attackers can use conditiona...

Yi-Xuan Liu, Xin-Lei Li, Yi Li · 0 citations
Book Open access Sep 2026

TasmScan: Continuation-Aware Taint Analysis for TVM Bytecode with Savelist Abstraction

TasmScan is presented, the first bytecode-level static analysis framework for TVM that enables cross-continuation data flow reasoning without requiring source code and ablation confirms that savelist propagation is essential for resolving indirect register calls that depend on cross-continuation register passing.

Yi-Xuan Liu, Yin Wu, Yi Li · 0 citations
#artificial intelligence Review Sep 2026

Evaluating System One Models for Agent Security Decisions: Reliability, Calibration, and Selective Automation

This work evaluates Jev, Laya, Decider, and Bespoke Nimble against specialized classifiers and language-model judges across prompt-injection detection, interaction-risk judgment, and harmful-request screening, examining decision accuracy, calibration, and selective automation.

Yi-Xuan Liu · 0 citations
Jul 2026

TrapHunter: Exposing Covert Pathways in Trap Token Contracts

Standardized token contracts (e.g., ERC-20) form the foundation of digital assets. However, attackers increasingly abuse this standardization to disguise malicious trap tokens. Unlike obvious violations, these contracts employ a strategy of"deceptive adherence": they strictly adhere to standard protocols to evade detec...

Yin Wu, Yi-Xuan Liu, Yi Li et al. · 1 citation
#small language model Preprint Sep 2026

PrivEscalate: Measuring and Augmenting the Threat of LLM-Automated Linux Privilege Escalation

PrivEscalate is presented, a large-scale benchmark for Linux privilege escalation, comprising 531 Dockerized scenarios spanning 14 sub-categories and PrivEscalate, a domain-specialized wrapper that augments a generic ReAct agent with deterministic enumeration, category matching, and step planning that improves over pri...

Yi-Xuan Liu, Zi-Long Zhen, Yin Wu et al. · 0 citations

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