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Collections including paper arxiv:2605.10813

NanoResearch: Co-Evolving Skills, Memory, and Policy for Personalized Research Automation

Paper • 2605.10813 • Published May 11 • 15
FashionChameleon: Towards Real-Time and Interactive Human-Garment Video Customization

Paper • 2605.15824 • Published May 15 • 65
Memory-Efficient Looped Transformer: Decoupling Compute from Memory in Looped Language Models

Paper • 2605.07721 • Published May 8 • 30
MAP: A Map-then-Act Paradigm for Long-Horizon Interactive Agent Reasoning

Paper • 2605.13037 • Published May 13 • 7

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 • 63
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

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

Paper • 2510.02209 • Published Oct 2, 2025 • 58
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

Applications and Uses

ComfyUI-R1: Exploring Reasoning Models for Workflow Generation

Paper • 2506.09790 • Published Jun 11, 2025 • 53
Saffron-1: Towards an Inference Scaling Paradigm for LLM Safety Assurance

Paper • 2506.06444 • Published Jun 6, 2025 • 73
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Paper • 2506.11763 • Published Jun 13, 2025 • 74
Agentic Reasoning: Reasoning LLMs with Tools for the Deep Research

Paper • 2502.04644 • Published Feb 7, 2025 • 4

Soohak: A Mathematician-Curated Benchmark for Evaluating Research-level Math Capabilities of LLMs

Paper • 2605.09063 • Published May 9 • 82
NanoResearch: Co-Evolving Skills, Memory, and Policy for Personalized Research Automation

Paper • 2605.10813 • Published May 11 • 15
AutoMedBench: Towards Medical AutoResearch with Agentic AI Models

Paper • 2606.01961 • Published Jun 3 • 26

ShotStream: Streaming Multi-Shot Video Generation for Interactive Storytelling

Paper • 2603.25746 • Published Mar 26 • 43
TAPS: Task Aware Proposal Distributions for Speculative Sampling

Paper • 2603.27027 • Published Mar 27 • 145
Out of Sight but Not Out of Mind: Hybrid Memory for Dynamic Video World Models

Paper • 2603.25716 • Published Mar 26 • 75
LongCat-Next: Lexicalizing Modalities as Discrete Tokens

Paper • 2603.27538 • Published Mar 29 • 148

about 6 hours ago

Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team

Paper • 2506.14234 • Published Jun 17, 2025 • 41
MoTE: Mixture of Ternary Experts for Memory-efficient Large Multimodal Models

Paper • 2506.14435 • Published Jun 17, 2025 • 7
Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory

Paper • 2504.19413 • Published Apr 28, 2025 • 73
MemOS: A Memory OS for AI System

Paper • 2507.03724 • Published Jul 4, 2025 • 170

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

NanoResearch: Co-Evolving Skills, Memory, and Policy for Personalized Research Automation

Paper • 2605.10813 • Published May 11 • 15
FashionChameleon: Towards Real-Time and Interactive Human-Garment Video Customization

Paper • 2605.15824 • Published May 15 • 65
Memory-Efficient Looped Transformer: Decoupling Compute from Memory in Looped Language Models

Paper • 2605.07721 • Published May 8 • 30
MAP: A Map-then-Act Paradigm for Long-Horizon Interactive Agent Reasoning

Paper • 2605.13037 • Published May 13 • 7

Soohak: A Mathematician-Curated Benchmark for Evaluating Research-level Math Capabilities of LLMs

Paper • 2605.09063 • Published May 9 • 82
NanoResearch: Co-Evolving Skills, Memory, and Policy for Personalized Research Automation

Paper • 2605.10813 • Published May 11 • 15
AutoMedBench: Towards Medical AutoResearch with Agentic AI Models

Paper • 2606.01961 • Published Jun 3 • 26

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 • 63
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

ShotStream: Streaming Multi-Shot Video Generation for Interactive Storytelling

Paper • 2603.25746 • Published Mar 26 • 43
TAPS: Task Aware Proposal Distributions for Speculative Sampling

Paper • 2603.27027 • Published Mar 27 • 145
Out of Sight but Not Out of Mind: Hybrid Memory for Dynamic Video World Models

Paper • 2603.25716 • Published Mar 26 • 75
LongCat-Next: Lexicalizing Modalities as Discrete Tokens

Paper • 2603.27538 • Published Mar 29 • 148

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

Paper • 2510.02209 • Published Oct 2, 2025 • 58
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 6 hours ago

Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team

Paper • 2506.14234 • Published Jun 17, 2025 • 41
MoTE: Mixture of Ternary Experts for Memory-efficient Large Multimodal Models

Paper • 2506.14435 • Published Jun 17, 2025 • 7
Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory

Paper • 2504.19413 • Published Apr 28, 2025 • 73
MemOS: A Memory OS for AI System

Paper • 2507.03724 • Published Jul 4, 2025 • 170

Applications and Uses

ComfyUI-R1: Exploring Reasoning Models for Workflow Generation

Paper • 2506.09790 • Published Jun 11, 2025 • 53
Saffron-1: Towards an Inference Scaling Paradigm for LLM Safety Assurance

Paper • 2506.06444 • Published Jun 6, 2025 • 73
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Paper • 2506.11763 • Published Jun 13, 2025 • 74
Agentic Reasoning: Reasoning LLMs with Tools for the Deep Research

Paper • 2502.04644 • Published Feb 7, 2025 • 4

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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