SeeUPO: Sequence-Level Agentic-RL with Convergence Guarantees
Paper • 2602.06554 • Published • 6
Yulai Zhao
sarosavo
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upvoted 11
papers 8 months ago
Weak-Driven Learning: How Weak Agents make Strong Agents Stronger
Paper • 2602.08222 • Published • 183
Code2World: A GUI World Model via Renderable Code Generation
Paper • 2602.09856 • Published • 187
OPUS: Towards Efficient and Principled Data Selection in Large Language Model Pre-training in Every Iteration
Paper • 2602.05400 • Published • 355
When to Memorize and When to Stop: Gated Recurrent Memory for Long-Context Reasoning
Paper • 2602.10560 • Published • 31
Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation
Paper • 2602.12125 • Published • 70
Rethinking the Trust Region in LLM Reinforcement Learning
Paper • 2602.04879 • Published • 38
Good SFT Optimizes for SFT, Better SFT Prepares for Reinforcement Learning
Paper • 2602.01058 • Published • 45
Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models
Paper • 2601.22060 • Published • 116
Real-Time Aligned Reward Model beyond Semantics
Paper • 2601.22664 • Published • 15
PaperBanana: Automating Academic Illustration for AI Scientists
Paper • 2601.23265 • Published • 230
upvoted 9
papers 9 months ago
Reinforcement Learning for Self-Improving Agent with Skill Library
Paper • 2512.17102 • Published • 42
Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies
Paper • 2512.19673 • Published • 66
Step-DeepResearch Technical Report
Paper • 2512.20491 • Published • 89
LLM Swiss Round: Aggregating Multi-Benchmark Performance via Competitive Swiss-System Dynamics
Paper • 2512.21010 • Published • 4
Schoenfeld's Anatomy of Mathematical Reasoning by Language Models
Paper • 2512.19995 • Published • 16
Rethinking Sample Polarity in Reinforcement Learning with Verifiable Rewards
Paper • 2512.21625 • Published • 4
Training AI Co-Scientists Using Rubric Rewards
Paper • 2512.23707 • Published • 21
mHC: Manifold-Constrained Hyper-Connections
Paper • 2512.24880 • Published • 337
Youtu-Agent: Scaling Agent Productivity with Automated Generation and Hybrid Policy Optimization
Paper • 2512.24615 • Published • 119