The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Paper • 2509.02547 • Published 6 days ago • 162
R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning Paper • 2508.21113 • Published 11 days ago • 105
Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning Paper • 2508.16949 • Published 16 days ago • 22
AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs Paper • 2508.16153 • Published 17 days ago • 133
NVIDIA Nemotron Collection Open, Production-ready Enterprise Models. Nvidia Open Model license. • 4 items • Updated 5 days ago • 56
Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models Paper • 2508.10751 • Published 25 days ago • 27
On the Generalization of SFT: A Reinforcement Learning Perspective with Reward Rectification Paper • 2508.05629 • Published Aug 7 • 170
Feedback-Driven Tool-Use Improvements in Large Language Models via Automated Build Environments Paper • 2508.08791 • Published 27 days ago • 16
Efficient Agents: Building Effective Agents While Reducing Cost Paper • 2508.02694 • Published Jul 24 • 85
Agent Lightning: Train ANY AI Agents with Reinforcement Learning Paper • 2508.03680 • Published Aug 5 • 67
Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training Paper • 2508.00414 • Published Aug 1 • 89
Beyond the Trade-off: Self-Supervised Reinforcement Learning for Reasoning Models' Instruction Following Paper • 2508.02150 • Published Aug 4 • 36
CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning Paper • 2507.14111 • Published Jul 18 • 23
RefCritic: Training Long Chain-of-Thought Critic Models with Refinement Feedback Paper • 2507.15024 • Published Jul 20 • 13
Inverse Reinforcement Learning Meets Large Language Model Post-Training: Basics, Advances, and Opportunities Paper • 2507.13158 • Published Jul 17 • 24
SWE-Perf: Can Language Models Optimize Code Performance on Real-World Repositories? Paper • 2507.12415 • Published Jul 16 • 41
Replacing thinking with tool usage enables reasoning in small language models Paper • 2507.05065 • Published Jul 7 • 15
view article Article Training and Finetuning Sparse Embedding Models with Sentence Transformers v5 By tomaarsen and 1 other • Jul 1 • 116