Pengyu Cheng

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upvoted 3 papers 1 day ago

MARCH: Multi-Agent Reinforced Self-Check for LLM Hallucination

Paper • 2603.24579 • Published Mar 25 • 1

CLIPO: Contrastive Learning in Policy Optimization Generalizes RLVR

Paper • 2603.10101 • Published Mar 10 • 6

Skill-RM: Unifying Heterogeneous Evaluation Criteria via Agent Skill

Paper • 2606.03980 • Published 8 days ago • 10

upvoted a paper 2 days ago

Search Self-play: Pushing the Frontier of Agent Capability without Supervision

Paper • 2510.18821 • Published Oct 21, 2025 • 19

upvoted a paper 2 months ago

Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills

Paper • 2603.25158 • Published Mar 26 • 54

upvoted 2 papers 8 months ago

HSCodeComp: A Realistic and Expert-level Benchmark for Deep Search Agents in Hierarchical Rule Application

Paper • 2510.19631 • Published Oct 22, 2025 • 28

DeepWideSearch: Benchmarking Depth and Width in Agentic Information Seeking

Paper • 2510.20168 • Published Oct 23, 2025 • 28