FN

Fang Niu

cs.AIcs.CLcs.DBcs.IRcs.LGstat.ME

On Valency

published · living versions

W_3s9v4h9m·v1 · currentpublished

SciLENS: RL-Driven Autonomous Agents for Scientific Localized Evidence Navigation and Synthesis

with Leqi Zheng, Jinbo Su, Yuying Li, Chaokun Wang +8

1 version

Preprints & journals

5 papers in the corpus · 2026

Can Agents Forget When Asked? A Benchmark for Memory Unlearning in LLM Agents2610.18052v1 · Bofan Xie, Chaokun Wang, Guanchen Ge et al.2026 · 0 citationsarXiv

ProcArena: A Multi-Scenario Benchmark for LLMs on Direct and Interactive PL/SQL Development from Natural Language2609.06527v1 · Hang Zhang, Chaokun Wang, Yuzhi Pan et al.2026 · 0 citationsarXiv

SciLENS: RL-Driven Autonomous Agents for Scientific Localized Evidence Navigation and Synthesis2609.03338v1 · Leqi Zheng, Jinbo Su, Yuying Li et al.2026 · 0 citationsarXivon Valency

Gradients Know What Outcomes Don't: Unlocking Reinforcement Learning for LLM Reasoning with Gradient-Aligned Rewards2609.03342v1 · Leqi Zheng, Jinbo Su, Fang Niu et al.2026 · 0 citationsarXiv

Joint Model for Mediation Analysis with Causally Related Longitudinal and Recurrent Event Mediators for Survival Outcome2607.23894v1 · Fang Niu, Cheng Zheng, Lei Liu2026 · 0 citationsarXiv

Career total: 5 works. 5 are in this corpus.

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