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Collections including paper arxiv:2608.01678

LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks

Paper • 2608.01964 • Published Aug 3 • 184
Mental World Modeling

Paper • 2607.27201 • Published Jul 29 • 110
AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning

Paper • 2608.05987 • Published Aug 6 • 102
Progressive Agent Skill Generation via Reinforcement Learning

Paper • 2608.01678 • Published Aug 3 • 60

LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks

Paper • 2608.01964 • Published Aug 3 • 184
DAPD: Dual-Anchored Policy Distillation

Paper • 2608.01735 • Published Aug 3 • 153
Progressive Agent Skill Generation via Reinforcement Learning

Paper • 2608.01678 • Published Aug 3 • 60
UEmbed: Unified Sparse and Dense Multimodal Embeddings

Paper • 2608.02583 • Published Aug 3 • 52

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 • 30
Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills

Paper • 2606.07412 • Published Jun 5 • 13
Bayesian-Agent: Posterior-Guided Skill Evolution for LLM Agent Harnesses

Paper • 2606.08348 • Published Jun 6 • 17

From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence

Paper • 2511.18538 • Published Nov 23, 2025 • 307
RAG-Anything: All-in-One RAG Framework

Paper • 2510.12323 • Published Oct 14, 2025 • 84
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Paper • 2310.11511 • Published Oct 17, 2023 • 79
SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step Reasoning

Paper • 2308.00436 • Published Aug 1, 2023 • 24

WorldVLA: Towards Autoregressive Action World Model

Paper • 2506.21539 • Published Jun 26, 2025 • 40
Fast and Simplex: 2-Simplicial Attention in Triton

Paper • 2507.02754 • Published Jul 3, 2025 • 25
IntFold: A Controllable Foundation Model for General and Specialized Biomolecular Structure Prediction

Paper • 2507.02025 • Published Jul 2, 2025 • 36
Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

Paper • 2507.00951 • Published Jul 1, 2025 • 24

Progressive Agent Skill Generation via Reinforcement Learning

Paper • 2608.01678 • Published Aug 3 • 60
SKT: Skill-Use Training at Scale via Verified Synthetic Data Generation

Paper • 2608.02287 • Published Aug 3 • 31

AI Research Papers/Things

A collection of research regarding AI that interests me.

Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling

Paper • 2607.02980 • Published Jul 3 • 85
Gemma 4 Technical Report

Paper • 2607.02770 • Published Jul 2 • 83
SkillOpt-Lite: Better and Faster Agent Self-evolution via One Line of Vibe

Paper • 2607.03451 • Published Jul 3 • 36
TurnOPD: Making On-Policy Distillation Turn-Aware for Efficient Long-Horizon Agent Training

Paper • 2607.05804 • Published Jul 7 • 21

Continual learning

AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration

Paper • 2605.20025 • Published May 19 • 192
OpenComputer: Verifiable Software Worlds for Computer-Use Agents

Paper • 2605.19769 • Published May 19 • 89
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation

Paper • 2605.10912 • Published May 11 • 48
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents

Paper • 2605.13941 • Published May 13 • 25

Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 276
Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-Horizon Tasks

Paper • 2510.08002 • Published Oct 9, 2025 • 24
Self-Improving LLM Agents at Test-Time

Paper • 2510.07841 • Published Oct 9, 2025 • 10
The Denario project: Deep knowledge AI agents for scientific discovery

Paper • 2510.26887 • Published Oct 30, 2025 • 8

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

Paper • 2502.18449 • Published Feb 25, 2025 • 75

LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks

Paper • 2608.01964 • Published Aug 3 • 184
Mental World Modeling

Paper • 2607.27201 • Published Jul 29 • 110
AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning

Paper • 2608.05987 • Published Aug 6 • 102
Progressive Agent Skill Generation via Reinforcement Learning

Paper • 2608.01678 • Published Aug 3 • 60

Progressive Agent Skill Generation via Reinforcement Learning

Paper • 2608.01678 • Published Aug 3 • 60
SKT: Skill-Use Training at Scale via Verified Synthetic Data Generation

Paper • 2608.02287 • Published Aug 3 • 31

LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks

Paper • 2608.01964 • Published Aug 3 • 184
DAPD: Dual-Anchored Policy Distillation

Paper • 2608.01735 • Published Aug 3 • 153
Progressive Agent Skill Generation via Reinforcement Learning

Paper • 2608.01678 • Published Aug 3 • 60
UEmbed: Unified Sparse and Dense Multimodal Embeddings

Paper • 2608.02583 • Published Aug 3 • 52

AI Research Papers/Things

A collection of research regarding AI that interests me.

Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling

Paper • 2607.02980 • Published Jul 3 • 85
Gemma 4 Technical Report

Paper • 2607.02770 • Published Jul 2 • 83
SkillOpt-Lite: Better and Faster Agent Self-evolution via One Line of Vibe

Paper • 2607.03451 • Published Jul 3 • 36
TurnOPD: Making On-Policy Distillation Turn-Aware for Efficient Long-Horizon Agent Training

Paper • 2607.05804 • Published Jul 7 • 21

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 • 30
Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills

Paper • 2606.07412 • Published Jun 5 • 13
Bayesian-Agent: Posterior-Guided Skill Evolution for LLM Agent Harnesses

Paper • 2606.08348 • Published Jun 6 • 17

Continual learning

AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration

Paper • 2605.20025 • Published May 19 • 192
OpenComputer: Verifiable Software Worlds for Computer-Use Agents

Paper • 2605.19769 • Published May 19 • 89
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation

Paper • 2605.10912 • Published May 11 • 48
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents

Paper • 2605.13941 • Published May 13 • 25

From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence

Paper • 2511.18538 • Published Nov 23, 2025 • 307
RAG-Anything: All-in-One RAG Framework

Paper • 2510.12323 • Published Oct 14, 2025 • 84
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Paper • 2310.11511 • Published Oct 17, 2023 • 79
SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step Reasoning

Paper • 2308.00436 • Published Aug 1, 2023 • 24

Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 276
Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-Horizon Tasks

Paper • 2510.08002 • Published Oct 9, 2025 • 24
Self-Improving LLM Agents at Test-Time

Paper • 2510.07841 • Published Oct 9, 2025 • 10
The Denario project: Deep knowledge AI agents for scientific discovery

Paper • 2510.26887 • Published Oct 30, 2025 • 8

WorldVLA: Towards Autoregressive Action World Model

Paper • 2506.21539 • Published Jun 26, 2025 • 40
Fast and Simplex: 2-Simplicial Attention in Triton

Paper • 2507.02754 • Published Jul 3, 2025 • 25
IntFold: A Controllable Foundation Model for General and Specialized Biomolecular Structure Prediction

Paper • 2507.02025 • Published Jul 2, 2025 • 36
Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

Paper • 2507.00951 • Published Jul 1, 2025 • 24

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, 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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