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Collections including paper arxiv:2507.19849

Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18 • 143
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18 • 139
Learning to Reason under Off-Policy Guidance

Paper • 2504.14945 • Published Apr 21 • 88

Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158
In-the-Flow Agentic System Optimization for Effective Planning and Tool Use

Paper • 2510.05592 • Published Oct 7 • 105

Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158

GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

Paper • 2507.19457 • Published Jul 25 • 28
Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158
Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24 • 315
Cache-to-Cache: Direct Semantic Communication Between Large Language Models

Paper • 2510.03215 • Published Oct 3 • 97

Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158
The Geometry of LLM Quantization: GPTQ as Babai's Nearest Plane Algorithm

Paper • 2507.18553 • Published Jul 24 • 40

Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL

Paper • 2508.13167 • Published Aug 6 • 129
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices

Paper • 2512.01374 • Published 10 days ago • 83
Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning

Paper • 2511.16043 • Published 21 days ago • 105
Agentic Entropy-Balanced Policy Optimization

Paper • 2510.14545 • Published Oct 16 • 104

Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158

Finetuning Strategies

MaPPO: Maximum a Posteriori Preference Optimization with Prior Knowledge

Paper • 2507.21183 • Published Jul 27 • 14
MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE

Paper • 2507.21802 • Published Jul 29 • 17
EDGE-GRPO: Entropy-Driven GRPO with Guided Error Correction for Advantage Diversity

Paper • 2507.21848 • Published Jul 29 • 8
Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158

Daily high rank paper

Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158
Falcon-H1: A Family of Hybrid-Head Language Models Redefining Efficiency and Performance

Paper • 2507.22448 • Published Jul 30 • 66
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Paper • 2508.18265 • Published Aug 25 • 208
R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning

Paper • 2508.21113 • Published Aug 28 • 110

Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158

Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18 • 143
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18 • 139
Learning to Reason under Off-Policy Guidance

Paper • 2504.14945 • Published Apr 21 • 88

Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL

Paper • 2508.13167 • Published Aug 6 • 129
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices

Paper • 2512.01374 • Published 10 days ago • 83
Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning

Paper • 2511.16043 • Published 21 days ago • 105
Agentic Entropy-Balanced Policy Optimization

Paper • 2510.14545 • Published Oct 16 • 104

Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158
In-the-Flow Agentic System Optimization for Effective Planning and Tool Use

Paper • 2510.05592 • Published Oct 7 • 105

Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158

Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158

Finetuning Strategies

MaPPO: Maximum a Posteriori Preference Optimization with Prior Knowledge

Paper • 2507.21183 • Published Jul 27 • 14
MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE

Paper • 2507.21802 • Published Jul 29 • 17
EDGE-GRPO: Entropy-Driven GRPO with Guided Error Correction for Advantage Diversity

Paper • 2507.21848 • Published Jul 29 • 8
Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158

GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

Paper • 2507.19457 • Published Jul 25 • 28
Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158
Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24 • 315
Cache-to-Cache: Direct Semantic Communication Between Large Language Models

Paper • 2510.03215 • Published Oct 3 • 97

Daily high rank paper

Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158
Falcon-H1: A Family of Hybrid-Head Language Models Redefining Efficiency and Performance

Paper • 2507.22448 • Published Jul 30 • 66
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Paper • 2508.18265 • Published Aug 25 • 208
R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning

Paper • 2508.21113 • Published Aug 28 • 110

Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158
The Geometry of LLM Quantization: GPTQ as Babai's Nearest Plane Algorithm

Paper • 2507.18553 • Published Jul 24 • 40

Agentic Reinforced Policy Optimization

Paper • 2507.19849 • Published Jul 26 • 158

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