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Collections including paper arxiv:2606.10917

Role-Agent: Bootstrapping LLM Agents via Dual-Role Evolution

Paper • 2606.10917 • Published Jun 9 • 76
DeNovoSWE: Scaling Long-Horizon Environments for Generating Entire Repositories from Scratch

Paper • 2606.10728 • Published Jun 9 • 36
Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

Paper • 2606.32032 • Published Jun 30 • 29

07. IA agentica

Multi-Agent Computer Use

Paper • 2606.01533 • Published Jun 1 • 7
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

Meta learning and Evolution

EvoMaster: A Foundational Agent Framework for Building Evolving Autonomous Scientific Agents at Scale

Paper • 2604.17406 • Published Apr 19 • 7
Solvita: Enhancing Large Language Models for Competitive Programming via Agentic Evolution

Paper • 2605.15301 • Published May 14 • 23
Learning to Foresee: Unveiling the Unlocking Efficiency of On-Policy Distillation

Paper • 2605.11739 • Published May 13 • 61
SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution

Paper • 2605.18401 • Published May 18 • 132

about 10 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

Role-Agent: Bootstrapping LLM Agents via Dual-Role Evolution

Paper • 2606.10917 • Published Jun 9 • 76

02. Prompt engineering

Verifiable Rewards Beyond Math and Code: Lightweight Corpus-Grounded Process Supervision for Factual Question Answering

Paper • 2605.29648 • Published May 28 • 10
Why Larger Models Learn More: Effects of Capacity, Interference, and Rare-Task Retention

Paper • 2605.29548 • Published May 28 • 13
Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation

Paper • 2605.29861 • Published May 28 • 16
COLLEAGUE.SKILL: Automated AI Skill Generation via Expert Knowledge Distillation

Paper • 2605.31264 • Published May 29 • 131

SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models

Paper • 2506.04180 • Published Jun 4, 2025 • 35
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Paper • 2506.10540 • Published Jun 12, 2025 • 37
AutoMind: Adaptive Knowledgeable Agent for Automated Data Science

Paper • 2506.10974 • Published Jun 12, 2025 • 19
SPAR: Scholar Paper Retrieval with LLM-based Agents for Enhanced Academic Search

Paper • 2507.15245 • Published Jul 21, 2025 • 11

Role-Agent: Bootstrapping LLM Agents via Dual-Role Evolution

Paper • 2606.10917 • Published Jun 9 • 76
DeNovoSWE: Scaling Long-Horizon Environments for Generating Entire Repositories from Scratch

Paper • 2606.10728 • Published Jun 9 • 36
Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

Paper • 2606.32032 • Published Jun 30 • 29

Role-Agent: Bootstrapping LLM Agents via Dual-Role Evolution

Paper • 2606.10917 • Published Jun 9 • 76

07. IA agentica

Multi-Agent Computer Use

Paper • 2606.01533 • Published Jun 1 • 7
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

02. Prompt engineering

Verifiable Rewards Beyond Math and Code: Lightweight Corpus-Grounded Process Supervision for Factual Question Answering

Paper • 2605.29648 • Published May 28 • 10
Why Larger Models Learn More: Effects of Capacity, Interference, and Rare-Task Retention

Paper • 2605.29548 • Published May 28 • 13
Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation

Paper • 2605.29861 • Published May 28 • 16
COLLEAGUE.SKILL: Automated AI Skill Generation via Expert Knowledge Distillation

Paper • 2605.31264 • Published May 29 • 131

Meta learning and Evolution

EvoMaster: A Foundational Agent Framework for Building Evolving Autonomous Scientific Agents at Scale

Paper • 2604.17406 • Published Apr 19 • 7
Solvita: Enhancing Large Language Models for Competitive Programming via Agentic Evolution

Paper • 2605.15301 • Published May 14 • 23
Learning to Foresee: Unveiling the Unlocking Efficiency of On-Policy Distillation

Paper • 2605.11739 • Published May 13 • 61
SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution

Paper • 2605.18401 • Published May 18 • 132

SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models

Paper • 2506.04180 • Published Jun 4, 2025 • 35
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Paper • 2506.10540 • Published Jun 12, 2025 • 37
AutoMind: Adaptive Knowledgeable Agent for Automated Data Science

Paper • 2506.10974 • Published Jun 12, 2025 • 19
SPAR: Scholar Paper Retrieval with LLM-based Agents for Enhanced Academic Search

Paper • 2507.15245 • Published Jul 21, 2025 • 11

about 10 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

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