Bingxiang He

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upvoted a paper 22 days ago

Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe

Paper • 2604.13016 • Published 23 days ago • 90

upvoted a paper about 2 months ago

How Far Can Unsupervised RLVR Scale LLM Training?

Paper • 2603.08660 • Published Mar 9 • 59

upvoted a paper 3 months ago

P1-VL: Bridging Visual Perception and Scientific Reasoning in Physics Olympiads

Paper • 2602.09443 • Published Feb 10 • 59

upvoted a collection 4 months ago

JustRL

Collection

3 items • Updated 5 days ago • 5

upvoted a paper 5 months ago

JustRL: Scaling a 1.5B LLM with a Simple RL Recipe

Paper • 2512.16649 • Published Dec 18, 2025 • 27

upvoted 2 papers 6 months ago

P1: Mastering Physics Olympiads with Reinforcement Learning

Paper • 2511.13612 • Published Nov 17, 2025 • 134

CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents

Paper • 2511.02734 • Published Nov 4, 2025 • 22

upvoted 2 papers 7 months ago

UserRL: Training Interactive User-Centric Agent via Reinforcement Learning

Paper • 2509.19736 • Published Sep 24, 2025 • 12

MiniCPM-V 4.5: Cooking Efficient MLLMs via Architecture, Data, and Training Recipe

Paper • 2509.18154 • Published Sep 16, 2025 • 56

upvoted 5 papers 8 months ago

FlowRL: Matching Reward Distributions for LLM Reasoning

Paper • 2509.15207 • Published Sep 18, 2025 • 118

SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning

Paper • 2509.09674 • Published Sep 11, 2025 • 81

A Survey of Reinforcement Learning for Large Reasoning Models

Paper • 2509.08827 • Published Sep 10, 2025 • 193

HiPhO: How Far Are (M)LLMs from Humans in the Latest High School Physics Olympiad Benchmark?

Paper • 2509.07894 • Published Sep 9, 2025 • 32

Towards a Unified View of Large Language Model Post-Training

Paper • 2509.04419 • Published Sep 4, 2025 • 76

upvoted 2 papers 9 months ago

SSRL: Self-Search Reinforcement Learning

Paper • 2508.10874 • Published Aug 14, 2025 • 97

UserBench: An Interactive Gym Environment for User-Centric Agents

Paper • 2507.22034 • Published Jul 29, 2025 • 30

upvoted a paper 11 months ago

MiniCPM4: Ultra-Efficient LLMs on End Devices

Paper • 2506.07900 • Published Jun 9, 2025 • 96

upvoted a collection 11 months ago

MiniCPM4

Collection

MiniCPM4: Ultra-Efficient LLMs on End Devices • 30 items • Updated about 1 month ago • 85

upvoted a paper 11 months ago

The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Paper • 2505.22617 • Published May 28, 2025 • 132

upvoted a paper about 1 year ago

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122