JW

Jie Wu

cs.AIcs.CLcs.IRcs.LG

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

3 papers in the corpus · 2026

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

Terminal-Universe: Turning Agent Trajectories into Scalable Terminal Environments2609.04148v1 · Jie Wu, Zhenru Zhang, Beichen Zhang et al.2026 · 0 citationsarXiv

Career total: 3 works. 3 are in this corpus.

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