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Discover the best community collections!

Collections including paper arxiv:2608.17528

AgentRoom: Concurrent Multi-Agent Coding in a CRDT-Backed Shared Workspace

Paper • 2608.23740 • Published 9 days ago • 7
AutoSaddler: Automatic Harness Optimization with Durable Updates from Agent Execution Traces

Paper • 2608.23041 • Published 9 days ago • 64
Agent Lightning v1.0: Towards Harnessed Agentic RL

Paper • 2608.17528 • Published 15 days ago • 32
Prime Agent: A Self-Improving RLM Harness

Paper • 2608.23552 • Published 9 days ago • 48

07. IA agentica

Multi-Agent Computer Use

Paper • 2606.01533 • Published Jun 1 • 8
OpenSkill: Open-World Self-Evolution for LLM Agents

Paper • 2606.06741 • Published Jun 4 • 29
Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills

Paper • 2606.07412 • Published Jun 5 • 12
Bayesian-Agent: Posterior-Guided Skill Evolution for LLM Agent Harnesses

Paper • 2606.08348 • Published Jun 6 • 16

about 5 hours ago

ClawEnvKit: Automatic Environment Generation for Claw-Like Agents

Paper • 2604.18543 • Published Apr 20 • 31
Near-Future Policy Optimization

Paper • 2604.20733 • Published Apr 22 • 77
Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks

Paper • 2604.20987 • Published Apr 22 • 22
PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering

Paper • 2602.23161 • Published Feb 26

about 18 hours ago

Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level

Paper • 2411.03562 • Published Nov 5, 2024 • 70
Training Language Models for Social Deduction with Multi-Agent Reinforcement Learning

Paper • 2502.06060 • Published Feb 9, 2025 • 37
MLGym: A New Framework and Benchmark for Advancing AI Research Agents

Paper • 2502.14499 • Published Feb 20, 2025 • 196
SurveyX: Academic Survey Automation via Large Language Models

Paper • 2502.14776 • Published Feb 20, 2025 • 100

Harnessed Agentic AI RL

Agent Lightning v1.0: Towards Harnessed Agentic RL

Paper • 2608.17528 • Published 15 days ago • 32

PiD: Fast and High-Resolution Latent Decoding with Pixel Diffusion

Paper • 2605.23902 • Published May 22 • 48
minWM: A Full-Stack Open-Source Framework for Real-Time Interactive Video World Models

Paper • 2605.30263 • Published May 28 • 61
From Pixels to Words -- Towards Native One-Vision Models at Scale

Paper • 2605.28820 • Published May 27 • 77
open-thoughts/AgentTrove

Viewer • Updated May 7 • 1.7M • 5.1k • 195

Nemotron-Cascade 2: Post-Training LLMs with Cascade RL and Multi-Domain On-Policy Distillation

Paper • 2603.19220 • Published Mar 19 • 70
Not Every Rubric Teaches Equally: Policy-Aware Rubric Rewards for RLVR

Paper • 2605.20164 • Published May 19 • 7
GoLongRL: Capability-Oriented Long Context Reinforcement Learning with Multitask Alignment

Paper • 2605.19577 • Published May 19 • 60
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL

Paper • 2605.18703 • Published May 18 • 52

Reinforcement learning

about 18 hours ago

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, 2025 • 103
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

AgentRoom: Concurrent Multi-Agent Coding in a CRDT-Backed Shared Workspace

Paper • 2608.23740 • Published 9 days ago • 7
AutoSaddler: Automatic Harness Optimization with Durable Updates from Agent Execution Traces

Paper • 2608.23041 • Published 9 days ago • 64
Agent Lightning v1.0: Towards Harnessed Agentic RL

Paper • 2608.17528 • Published 15 days ago • 32
Prime Agent: A Self-Improving RLM Harness

Paper • 2608.23552 • Published 9 days ago • 48

Harnessed Agentic AI RL

Agent Lightning v1.0: Towards Harnessed Agentic RL

Paper • 2608.17528 • Published 15 days ago • 32

07. IA agentica

Multi-Agent Computer Use

Paper • 2606.01533 • Published Jun 1 • 8
OpenSkill: Open-World Self-Evolution for LLM Agents

Paper • 2606.06741 • Published Jun 4 • 29
Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills

Paper • 2606.07412 • Published Jun 5 • 12
Bayesian-Agent: Posterior-Guided Skill Evolution for LLM Agent Harnesses

Paper • 2606.08348 • Published Jun 6 • 16

PiD: Fast and High-Resolution Latent Decoding with Pixel Diffusion

Paper • 2605.23902 • Published May 22 • 48
minWM: A Full-Stack Open-Source Framework for Real-Time Interactive Video World Models

Paper • 2605.30263 • Published May 28 • 61
From Pixels to Words -- Towards Native One-Vision Models at Scale

Paper • 2605.28820 • Published May 27 • 77
open-thoughts/AgentTrove

Viewer • Updated May 7 • 1.7M • 5.1k • 195

about 5 hours ago

ClawEnvKit: Automatic Environment Generation for Claw-Like Agents

Paper • 2604.18543 • Published Apr 20 • 31
Near-Future Policy Optimization

Paper • 2604.20733 • Published Apr 22 • 77
Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks

Paper • 2604.20987 • Published Apr 22 • 22
PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering

Paper • 2602.23161 • Published Feb 26

Nemotron-Cascade 2: Post-Training LLMs with Cascade RL and Multi-Domain On-Policy Distillation

Paper • 2603.19220 • Published Mar 19 • 70
Not Every Rubric Teaches Equally: Policy-Aware Rubric Rewards for RLVR

Paper • 2605.20164 • Published May 19 • 7
GoLongRL: Capability-Oriented Long Context Reinforcement Learning with Multitask Alignment

Paper • 2605.19577 • Published May 19 • 60
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL

Paper • 2605.18703 • Published May 18 • 52

about 18 hours ago

Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level

Paper • 2411.03562 • Published Nov 5, 2024 • 70
Training Language Models for Social Deduction with Multi-Agent Reinforcement Learning

Paper • 2502.06060 • Published Feb 9, 2025 • 37
MLGym: A New Framework and Benchmark for Advancing AI Research Agents

Paper • 2502.14499 • Published Feb 20, 2025 • 196
SurveyX: Academic Survey Automation via Large Language Models

Paper • 2502.14776 • Published Feb 20, 2025 • 100

Reinforcement learning

about 18 hours ago

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, 2025 • 103
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

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