Unified Reinforcement and Imitation Learning for Vision-Language Models Paper • 2510.19307 • Published 8 days ago • 26
DLER: Doing Length pEnalty Right - Incentivizing More Intelligence per Token via Reinforcement Learning Paper • 2510.15110 • Published 13 days ago • 15
OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM Paper • 2510.15870 • Published 12 days ago • 81
QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs Paper • 2510.11696 • Published 16 days ago • 168
GAR: Generative Adversarial Reinforcement Learning for Formal Theorem Proving Paper • 2510.11769 • Published 16 days ago • 25
BroRL: Scaling Reinforcement Learning via Broadened Exploration Paper • 2510.01180 • Published 28 days ago • 17
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search Paper • 2509.25454 • Published about 1 month ago • 135
view article Article Introducing smolagents: simple agents that write actions in code. Dec 31, 2024 • 1.14k
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training Paper • 2509.03403 • Published Sep 3 • 21
Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Asynchronous RL Paper • 2508.07976 • Published Aug 11 • 51
Chain-of-Experts: Unlocking the Communication Power of Mixture-of-Experts Models Paper • 2506.18945 • Published Jun 23 • 40
Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation Paper • 2506.09991 • Published Jun 11 • 55
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models Paper • 2505.24864 • Published May 30 • 138
Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding Paper • 2505.22618 • Published May 28 • 43
Distilling LLM Agent into Small Models with Retrieval and Code Tools Paper • 2505.17612 • Published May 23 • 81
MMLongBench: Benchmarking Long-Context Vision-Language Models Effectively and Thoroughly Paper • 2505.10610 • Published May 15 • 53
Beyond Outlining: Heterogeneous Recursive Planning for Adaptive Long-form Writing with Language Models Paper • 2503.08275 • Published Mar 11 • 3
CLIMB: CLustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training Paper • 2504.13161 • Published Apr 17 • 93