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cs.AI2026
DeFA: Dependency-Guided Failure Attribution for LLM Agents
Bo Deng, Xinlei Zheng, Yi Wei +6
Errors in LLM agent executions and their visible consequences can be separated by many steps, making decisive-error localization a matter of understanding both step content and ste…
cs.AI2026
FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows
Bo Deng, Kang Zhou, Lifan Guo +6
Agents used over time encounter recurring professional work: each case requires different evidence and judgment, while the underlying workflow can be reused. Benchmarks built from…