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Collections including paper arxiv:2510.08558

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 • 141
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18 • 135
Learning to Reason under Off-Policy Guidance

Paper • 2504.14945 • Published Apr 21 • 88

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4 • 102
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25 • 75

MacroBench: A Novel Testbed for Web Automation Scripts via Large Language Models

Paper • 2510.04363 • Published 23 days ago
Control Plane as a Tool: A Scalable Design Pattern for Agentic AI Systems

Paper • 2505.06817 • Published May 11
Agentic Web: Weaving the Next Web with AI Agents

Paper • 2507.21206 • Published Jul 28
Improving Autonomous AI Agents with Reflective Tree Search and Self-Learning

Paper • 2410.02052 • Published Oct 2, 2024 • 9

Agent Learning via Early Experience

Paper • 2510.08558 • Published 19 days ago • 246

Agent Learning via Early Experience

Paper • 2510.08558 • Published 19 days ago • 246

about 20 hours ago

Describe What You See with Multimodal Large Language Models to Enhance Video Recommendations

Paper • 2508.09789 • Published Aug 13 • 5
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

Paper • 2508.13186 • Published Aug 14 • 18
ZARA: Zero-shot Motion Time-Series Analysis via Knowledge and Retrieval Driven LLM Agents

Paper • 2508.04038 • Published Aug 6 • 1
Prompt Orchestration Markup Language

Paper • 2508.13948 • Published Aug 19 • 48

about 8 hours ago

DeepAgent: A General Reasoning Agent with Scalable Toolsets

Paper • 2510.21618 • Published 4 days ago • 72
Agent Learning via Early Experience

Paper • 2510.08558 • Published 19 days ago • 246

Famous Authors/Institute

QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs

Paper • 2510.11696 • Published 15 days ago • 167
Agent Learning via Early Experience

Paper • 2510.08558 • Published 19 days ago • 246
Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published 22 days ago • 451

Agent Learning via Early Experience

Paper • 2510.08558 • Published 19 days ago • 246
Regret Bounds for Markov Decision Processes with Recursive Optimized Certainty Equivalents

Paper • 2301.12601 • Published Jan 30, 2023
Bayesian Risk Markov Decision Processes

Paper • 2106.02558 • Published Jun 4, 2021
Metrics for Markov Decision Processes with Infinite State Spaces

Paper • 1207.1386 • Published Jul 4, 2012

Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published 22 days ago • 451
Vision-Zero: Scalable VLM Self-Improvement via Strategic Gamified Self-Play

Paper • 2509.25541 • Published 28 days ago • 136
Agent Learning via Early Experience

Paper • 2510.08558 • Published 19 days ago • 246
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published 29 days ago • 134

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 • 141
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18 • 135
Learning to Reason under Off-Policy Guidance

Paper • 2504.14945 • Published Apr 21 • 88

about 20 hours ago

Describe What You See with Multimodal Large Language Models to Enhance Video Recommendations

Paper • 2508.09789 • Published Aug 13 • 5
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

Paper • 2508.13186 • Published Aug 14 • 18
ZARA: Zero-shot Motion Time-Series Analysis via Knowledge and Retrieval Driven LLM Agents

Paper • 2508.04038 • Published Aug 6 • 1
Prompt Orchestration Markup Language

Paper • 2508.13948 • Published Aug 19 • 48

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4 • 102
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25 • 75

about 8 hours ago

DeepAgent: A General Reasoning Agent with Scalable Toolsets

Paper • 2510.21618 • Published 4 days ago • 72
Agent Learning via Early Experience

Paper • 2510.08558 • Published 19 days ago • 246

MacroBench: A Novel Testbed for Web Automation Scripts via Large Language Models

Paper • 2510.04363 • Published 23 days ago
Control Plane as a Tool: A Scalable Design Pattern for Agentic AI Systems

Paper • 2505.06817 • Published May 11
Agentic Web: Weaving the Next Web with AI Agents

Paper • 2507.21206 • Published Jul 28
Improving Autonomous AI Agents with Reflective Tree Search and Self-Learning

Paper • 2410.02052 • Published Oct 2, 2024 • 9

Famous Authors/Institute

QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs

Paper • 2510.11696 • Published 15 days ago • 167
Agent Learning via Early Experience

Paper • 2510.08558 • Published 19 days ago • 246
Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published 22 days ago • 451

Agent Learning via Early Experience

Paper • 2510.08558 • Published 19 days ago • 246

Agent Learning via Early Experience

Paper • 2510.08558 • Published 19 days ago • 246
Regret Bounds for Markov Decision Processes with Recursive Optimized Certainty Equivalents

Paper • 2301.12601 • Published Jan 30, 2023
Bayesian Risk Markov Decision Processes

Paper • 2106.02558 • Published Jun 4, 2021
Metrics for Markov Decision Processes with Infinite State Spaces

Paper • 1207.1386 • Published Jul 4, 2012

Agent Learning via Early Experience

Paper • 2510.08558 • Published 19 days ago • 246

Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published 22 days ago • 451
Vision-Zero: Scalable VLM Self-Improvement via Strategic Gamified Self-Play

Paper • 2509.25541 • Published 28 days ago • 136
Agent Learning via Early Experience

Paper • 2510.08558 • Published 19 days ago • 246
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published 29 days ago • 134

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