Author

Qi-Fan Wang

2 papers indexed here

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#artificial intelligence Preprint Oct 2026

VideoHarness-SRSI: Structured Recursive Self-Improvement for Video Understanding Harness

LLM system capabilities depend not only on model parameters but also on the executable harnesses that organize information acquisition, tool use, reasoning, and memory. Recursive harness evolution can automate their design, but how it can reliably discover generalizable systems from limited, noisy, and repeatedly reuse...

Zi-Hao Lin, Hao-Yu Dong, Hao-Bo Xu et al. · 1 citation

#artificial intelligence Feb 2026

Adversarial Reward Auditing for Active Detection and Mitigation of Reward Hacking

Experiments demonstrate that ARA achieves the best alignment-utility tradeoff among all baselines: reducing sycophancy to near-SFT levels while improving helpfulness, decreasing verbosity while achieving the highest ROUGE-L, and suppressing code gaming while improving Pass@1.

M. Beigi, Ming Jin, Jun-Shan Zhang et al. · arXiv.org · 13 citations