7 citations · 9 across the 11 of their papers we have counts for
4 papers · 1 filter
SLBench: Evaluating How LLM Agents Follow Logical Relations in Skills
Xuan Chen, Chengpeng Wang, Lu Yan +1
Agent skills extend LLM agents with reusable procedures, tools, and domain-specific workflows, but their safety depends on resolving dependencies among interacting instructions. We…
WIRE: Profiling Witnessed Within-Policy Instruction Collisions in LLM Agents
Lu Yan, Xuan Chen, Xiangyu Zhang
LLM agents are governed by long-lived prompt policies, where individually reasonable stand- ing rules can jointly govern the same pre- generation state. Existing instruction-follow…
When the Specification Emerges: Benchmarking Faithfulness Loss in Long-Horizon Coding Agents
Lu Yan, Xuan Chen, Xiangyu Zhang
Current coding-agent benchmarks usually pro- vide the full task specification upfront. Real research coding often does not: the intended system is progressively disclosed through i…
Who Tests the Testers? Systematic Enumeration and Coverage Audit of LLM Agent Tool Call Safety
Xuan Chen, Lu Yan, Ruqi Zhang +1
Large Language Model (LLM) agents increasingly act through external tools, making their safety contingent on tool-call workflows rather than text generation alone. While recent ben…