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upvoted a paper about 5 hours ago

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Paper • 2503.16419 • Published Mar 20, 2025 • 78

upvoted a paper 18 days ago

Waypoint-OPD: Transferring RL-Induced Policy Shifts via Gated On-Policy Distillation

Paper • 2610.21601 • Published 20 days ago • 39

upvoted a paper 28 days ago

Rethinking Cross-Tokenizer On-Policy Distillation: From Alignment Coverage to Supervision Reliability

Paper • 2610.08448 • Published 29 days ago • 35

upvoted a paper 2 months ago

Rethinking On-Policy Distillation of Large Language Models II: One Training Example

Paper • 2609.04172 • Published Sep 3 • 83

upvoted a paper 3 months ago

UEmbed: Unified Sparse and Dense Multimodal Embeddings

Paper • 2608.02583 • Published Aug 3 • 39

upvoted a paper 4 months ago

Trust Region Policy Distillation

Paper • 2607.04751 • Published Jul 6 • 36

upvoted 3 papers 5 months ago

ProRL: Effective Reinforcement Learning for Proactive Recommendation via Rectified Policy Gradient Estimation

Paper • 2605.28293 • Published May 27 • 83

Efficient Agentic Reinforcement Learning with On-Policy Intrinsic Knowledge Boundary Enhancement

Paper • 2605.26952 • Published May 26 • 12

DVAO: Dynamic Variance-adaptive Advantage Optimization for Multi-reward Reinforcement Learning

Paper • 2605.25604 • Published May 25 • 41

upvoted 2 papers 7 months ago

Rethinking Generalization in Reasoning SFT: A Conditional Analysis on Optimization, Data, and Model Capability

Paper • 2604.06628 • Published Apr 8 • 111

Beyond Stochastic Exploration: What Makes Training Data Valuable for Agentic Search

Paper • 2604.08124 • Published Apr 9 • 4

upvoted 2 papers 10 months ago

GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

Paper • 2601.05242 • Published Jan 8 • 236

Youtu-Agent: Scaling Agent Productivity with Automated Generation and Hybrid Policy Optimization

Paper • 2512.24615 • Published Dec 31, 2025 • 120

upvoted 7 papers about 1 year ago

The End of Manual Decoding: Towards Truly End-to-End Language Models

Paper • 2510.26697 • Published Oct 30, 2025 • 121

The Principles of Diffusion Models

Paper • 2510.21890 • Published Oct 24, 2025 • 64

Tongyi DeepResearch Technical Report

Paper • 2510.24701 • Published Oct 28, 2025 • 105

Training-Free Group Relative Policy Optimization

Paper • 2510.08191 • Published Oct 9, 2025 • 46

Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published Sep 25, 2025 • 92

VCRL: Variance-based Curriculum Reinforcement Learning for Large Language Models

Paper • 2509.19803 • Published Sep 24, 2025 • 77

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2, 2025 • 236