The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Paper • 2509.02547 • Published Sep 2, 2025 • 238
FIPO: Eliciting Deep Reasoning with Future-KL Influenced Policy Optimization Paper • 2603.19835 • Published 20 days ago • 326
Unify-Agent: A Unified Multimodal Agent for World-Grounded Image Synthesis Paper • 2603.29620 • Published 9 days ago • 46
SKILL0: In-Context Agentic Reinforcement Learning for Skill Internalization Paper • 2604.02268 • Published 7 days ago • 89
LongCat-Next: Lexicalizing Modalities as Discrete Tokens Paper • 2603.27538 • Published 11 days ago • 137
Out of Sight but Not Out of Mind: Hybrid Memory for Dynamic Video World Models Paper • 2603.25716 • Published 13 days ago • 152
Intern-S1-Pro: Scientific Multimodal Foundation Model at Trillion Scale Paper • 2603.25040 • Published 14 days ago • 125
LongCat-Flash-Prover: Advancing Native Formal Reasoning via Agentic Tool-Integrated Reinforcement Learning Paper • 2603.21065 • Published 18 days ago • 77
Bootstrapping Exploration with Group-Level Natural Language Feedback in Reinforcement Learning Paper • 2603.04597 • Published Mar 4 • 210
Spatial-TTT: Streaming Visual-based Spatial Intelligence with Test-Time Training Paper • 2603.12255 • Published 27 days ago • 91
Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders Paper • 2603.06569 • Published Mar 6 • 118
How Far Can Unsupervised RLVR Scale LLM Training? Paper • 2603.08660 • Published about 1 month ago • 57
Query-focused and Memory-aware Reranker for Long Context Processing Paper • 2602.12192 • Published Feb 12 • 57
Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models Paper • 2602.12036 • Published Feb 12 • 93
Less is Enough: Synthesizing Diverse Data in Feature Space of LLMs Paper • 2602.10388 • Published Feb 11 • 244
Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation Paper • 2602.12125 • Published Feb 12 • 62
The Devil Behind Moltbook: Anthropic Safety is Always Vanishing in Self-Evolving AI Societies Paper • 2602.09877 • Published Feb 10 • 197