Xingtai Lv

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upvoted a paper 8 days ago

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

Paper • 2604.13016 • Published 9 days ago • 85

upvoted a paper about 1 month ago

How Far Can Unsupervised RLVR Scale LLM Training?

Paper • 2603.08660 • Published Mar 9 • 59

upvoted a paper 2 months ago

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

Paper • 2602.09443 • Published Feb 10 • 59

upvoted a paper 3 months ago

Elastic Attention: Test-time Adaptive Sparsity Ratios for Efficient Transformers

Paper • 2601.17367 • Published Jan 24 • 34

upvoted a paper 5 months ago

P1: Mastering Physics Olympiads with Reinforcement Learning

Paper • 2511.13612 • Published Nov 17, 2025 • 134

upvoted 6 papers 7 months ago

Cache-to-Cache: Direct Semantic Communication Between Large Language Models

Paper • 2510.03215 • Published Oct 3, 2025 • 99

From f(x) and g(x) to f(g(x)): LLMs Learn New Skills in RL by Composing Old Ones

Paper • 2509.25123 • Published Sep 29, 2025 • 22

FlowRL: Matching Reward Distributions for LLM Reasoning

Paper • 2509.15207 • Published Sep 18, 2025 • 118

Sharing is Caring: Efficient LM Post-Training with Collective RL Experience Sharing

Paper • 2509.08721 • Published Sep 10, 2025 • 665

A Survey of Reinforcement Learning for Large Reasoning Models

Paper • 2509.08827 • Published Sep 10, 2025 • 193

SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning

Paper • 2509.09674 • Published Sep 11, 2025 • 80

upvoted 2 papers 8 months ago

Towards a Unified View of Large Language Model Post-Training

Paper • 2509.04419 • Published Sep 4, 2025 • 76

SSRL: Self-Search Reinforcement Learning

Paper • 2508.10874 • Published Aug 14, 2025 • 97

upvoted a paper 9 months ago

A Survey of Self-Evolving Agents: On Path to Artificial Super Intelligence

Paper • 2507.21046 • Published Jul 28, 2025 • 85

upvoted a paper 10 months ago

RLPR: Extrapolating RLVR to General Domains without Verifiers

Paper • 2506.18254 • Published Jun 23, 2025 • 33

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 4 papers about 1 year ago

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 122

Technologies on Effectiveness and Efficiency: A Survey of State Spaces Models

Paper • 2503.11224 • Published Mar 14, 2025 • 28

Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention

Paper • 2502.11089 • Published Feb 16, 2025 • 170

Process Reinforcement through Implicit Rewards

Paper • 2502.01456 • Published Feb 3, 2025 • 62