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Collections including paper arxiv:2605.20025

Continual learning

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

Paper • 2605.20025 • Published 4 days ago • 117
OpenComputer: Verifiable Software Worlds for Computer-Use Agents

Paper • 2605.19769 • Published 4 days ago • 56
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation

Paper • 2605.10912 • Published 12 days ago • 45
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents

Paper • 2605.13941 • Published 10 days ago • 24

MetaClaw: Just Talk -- An Agent That Meta-Learns and Evolves in the Wild

Paper • 2603.17187 • Published Mar 17 • 140
Attention Residuals

Paper • 2603.15031 • Published Mar 16 • 185
MOSS-TTS Technical Report

Paper • 2603.18090 • Published Mar 18 • 13
MSA: Memory Sparse Attention for Efficient End-to-End Memory Model Scaling to 100M Tokens

Paper • 2603.23516 • Published Mar 6 • 50

StockBench: Can LLM Agents Trade Stocks Profitably In Real-world Markets?

Paper • 2510.02209 • Published Oct 2, 2025 • 57
MM-DREX: Multimodal-Driven Dynamic Routing of LLM Experts for Financial Trading

Paper • 2509.05080 • Published Sep 5, 2025
TradingGroup: A Multi-Agent Trading System with Self-Reflection and Data-Synthesis

Paper • 2508.17565 • Published Aug 25, 2025 • 1
QTMRL: An Agent for Quantitative Trading Decision-Making Based on Multi-Indicator Guided Reinforcement Learning

Paper • 2508.20467 • Published Aug 28, 2025

about 5 hours ago

ClawEnvKit: Automatic Environment Generation for Claw-Like Agents

Paper • 2604.18543 • Published Apr 20 • 30
Near-Future Policy Optimization

Paper • 2604.20733 • Published Apr 22 • 76
Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks

Paper • 2604.20987 • Published Apr 22 • 21
PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering

Paper • 2602.23161 • Published Feb 26

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

Continual learning

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

Paper • 2605.20025 • Published 4 days ago • 117
OpenComputer: Verifiable Software Worlds for Computer-Use Agents

Paper • 2605.19769 • Published 4 days ago • 56
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation

Paper • 2605.10912 • Published 12 days ago • 45
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents

Paper • 2605.13941 • Published 10 days ago • 24

about 5 hours ago

ClawEnvKit: Automatic Environment Generation for Claw-Like Agents

Paper • 2604.18543 • Published Apr 20 • 30
Near-Future Policy Optimization

Paper • 2604.20733 • Published Apr 22 • 76
Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks

Paper • 2604.20987 • Published Apr 22 • 21
PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering

Paper • 2602.23161 • Published Feb 26

MetaClaw: Just Talk -- An Agent That Meta-Learns and Evolves in the Wild

Paper • 2603.17187 • Published Mar 17 • 140
Attention Residuals

Paper • 2603.15031 • Published Mar 16 • 185
MOSS-TTS Technical Report

Paper • 2603.18090 • Published Mar 18 • 13
MSA: Memory Sparse Attention for Efficient End-to-End Memory Model Scaling to 100M Tokens

Paper • 2603.23516 • Published Mar 6 • 50

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

StockBench: Can LLM Agents Trade Stocks Profitably In Real-world Markets?

Paper • 2510.02209 • Published Oct 2, 2025 • 57
MM-DREX: Multimodal-Driven Dynamic Routing of LLM Experts for Financial Trading

Paper • 2509.05080 • Published Sep 5, 2025
TradingGroup: A Multi-Agent Trading System with Self-Reflection and Data-Synthesis

Paper • 2508.17565 • Published Aug 25, 2025 • 1
QTMRL: An Agent for Quantitative Trading Decision-Making Based on Multi-Indicator Guided Reinforcement Learning

Paper • 2508.20467 • Published Aug 28, 2025

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