Mingzhe Du PRO

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upvoted 2 papers about 2 months ago

WMPO: World Model-based Policy Optimization for Vision-Language-Action Models

Paper • 2511.09515 • Published Nov 12 • 18

Reasoning with Confidence: Efficient Verification of LLM Reasoning Steps via Uncertainty Heads

Paper • 2511.06209 • Published Nov 9 • 18

upvoted 3 papers 3 months ago

Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs

Paper • 2507.09477 • Published Jul 13 • 86

ExGRPO: Learning to Reason from Experience

Paper • 2510.02245 • Published Oct 2 • 80

LongCodeZip: Compress Long Context for Code Language Models

Paper • 2510.00446 • Published Oct 1 • 106

upvoted 4 papers 4 months ago

Reverse-Engineered Reasoning for Open-Ended Generation

Paper • 2509.06160 • Published Sep 7 • 149

SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?

Paper • 2502.12115 • Published Feb 17 • 46

Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR

Paper • 2508.14029 • Published Aug 19 • 118

Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL

Paper • 2508.13167 • Published Aug 6 • 129

upvoted an article 4 months ago

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Article

Introducing smolagents: simple agents that write actions in code.

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Dec 31, 2024

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1.16k

upvoted a paper 4 months ago

SSRL: Self-Search Reinforcement Learning

Paper • 2508.10874 • Published Aug 14 • 97

upvoted 3 papers 5 months ago

Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5 • 121

Efficient Agents: Building Effective Agents While Reducing Cost

Paper • 2508.02694 • Published Jul 24 • 86

Cyber-Zero: Training Cybersecurity Agents without Runtime

Paper • 2508.00910 • Published Jul 29 • 8

upvoted a paper 6 months ago

SWE-Perf: Can Language Models Optimize Code Performance on Real-World Repositories?

Paper • 2507.12415 • Published Jul 16 • 42

upvoted an article 6 months ago

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Article

DeepSeek-R1 Dissection: Understanding PPO & GRPO Without Any Prior Reinforcement Learning Knowledge

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Feb 7

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263

upvoted 4 papers 7 months ago

BENCHAGENTS: Automated Benchmark Creation with Agent Interaction

Paper • 2410.22584 • Published Oct 29, 2024 • 1

Charting and Navigating Hugging Face's Model Atlas

Paper • 2503.10633 • Published Mar 13 • 92

Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Paper • 2506.05176 • Published Jun 5 • 76

Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

Paper • 2506.01939 • Published Jun 2 • 187