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Collections including paper arxiv:2509.13305

AgentGym: Evolving Large Language Model-based Agents across Diverse Environments

Paper • 2406.04151 • Published Jun 6, 2024 • 24
DeepAnalyze: Agentic Large Language Models for Autonomous Data Science

Paper • 2510.16872 • Published Oct 19, 2025 • 112
Scaling Generalist Data-Analytic Agents

Paper • 2509.25084 • Published Sep 29, 2025 • 20
Scaling Agents via Continual Pre-training

Paper • 2509.13310 • Published Sep 16, 2025 • 117

Sharing is Caring: Efficient LM Post-Training with Collective RL Experience Sharing

Paper • 2509.08721 • Published Sep 10, 2025 • 664
A.S.E: A Repository-Level Benchmark for Evaluating Security in AI-Generated Code

Paper • 2508.18106 • Published Aug 25, 2025 • 350
VLA-Adapter: An Effective Paradigm for Tiny-Scale Vision-Language-Action Model

Paper • 2509.09372 • Published Sep 11, 2025 • 251
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2, 2025 • 235

R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning

Paper • 2508.21113 • Published Aug 28, 2025 • 110
Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning

Paper • 2508.16949 • Published Aug 23, 2025 • 24
EmbodiedOneVision: Interleaved Vision-Text-Action Pretraining for General Robot Control

Paper • 2508.21112 • Published Aug 28, 2025 • 78
UItron: Foundational GUI Agent with Advanced Perception and Planning

Paper • 2508.21767 • Published Aug 29, 2025 • 12

Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation

Paper • 2503.22675 • Published Mar 28, 2025 • 36
Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback

Paper • 2503.22230 • Published Mar 28, 2025 • 45
ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization

Paper • 2509.13313 • Published Sep 16, 2025 • 80
WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents

Paper • 2509.13309 • Published Sep 16, 2025 • 67

Bootstrapping Language Models with DPO Implicit Rewards

Paper • 2406.09760 • Published Jun 14, 2024 • 41
DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Paper • 2406.11931 • Published Jun 17, 2024 • 69
Prism: A Framework for Decoupling and Assessing the Capabilities of VLMs

Paper • 2406.14544 • Published Jun 20, 2024 • 35
Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 96

Scaling Agents via Continual Pre-training

Paper • 2509.13310 • Published Sep 16, 2025 • 117
WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning

Paper • 2509.13305 • Published Sep 16, 2025 • 91
In-the-Flow Agentic System Optimization for Effective Planning and Tool Use

Paper • 2510.05592 • Published Oct 7, 2025 • 109
Explore to Evolve: Scaling Evolved Aggregation Logic via Proactive Online Exploration for Deep Research Agents

Paper • 2510.14438 • Published Oct 16, 2025 • 14

Useful Resources

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Paper • 2507.15061 • Published Jul 20, 2025 • 60
WebDancer: Towards Autonomous Information Seeking Agency

Paper • 2505.22648 • Published May 28, 2025 • 33
ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization

Paper • 2509.13313 • Published Sep 16, 2025 • 80
WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning

Paper • 2509.13305 • Published Sep 16, 2025 • 91

about 14 hours ago

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 693 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 38
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Interesting Papers

These papers are interesting (to me)

Revisit Large-Scale Image-Caption Data in Pre-training Multimodal Foundation Models

Paper • 2410.02740 • Published Oct 3, 2024 • 53
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging

Paper • 2410.01215 • Published Oct 2, 2024 • 39
Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Multimodal Models

Paper • 2409.17146 • Published Sep 25, 2024 • 121
EuroLLM: Multilingual Language Models for Europe

Paper • 2409.16235 • Published Sep 24, 2024 • 29

AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning

Paper • 2402.15506 • Published Feb 23, 2024 • 17
AutoWebGLM: Bootstrap And Reinforce A Large Language Model-based Web Navigating Agent

Paper • 2404.03648 • Published Apr 4, 2024 • 29
Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts

Paper • 2405.19893 • Published May 30, 2024 • 33
Parrot: Efficient Serving of LLM-based Applications with Semantic Variable

Paper • 2405.19888 • Published May 30, 2024 • 7

AgentGym: Evolving Large Language Model-based Agents across Diverse Environments

Paper • 2406.04151 • Published Jun 6, 2024 • 24
DeepAnalyze: Agentic Large Language Models for Autonomous Data Science

Paper • 2510.16872 • Published Oct 19, 2025 • 112
Scaling Generalist Data-Analytic Agents

Paper • 2509.25084 • Published Sep 29, 2025 • 20
Scaling Agents via Continual Pre-training

Paper • 2509.13310 • Published Sep 16, 2025 • 117

Scaling Agents via Continual Pre-training

Paper • 2509.13310 • Published Sep 16, 2025 • 117
WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning

Paper • 2509.13305 • Published Sep 16, 2025 • 91
In-the-Flow Agentic System Optimization for Effective Planning and Tool Use

Paper • 2510.05592 • Published Oct 7, 2025 • 109
Explore to Evolve: Scaling Evolved Aggregation Logic via Proactive Online Exploration for Deep Research Agents

Paper • 2510.14438 • Published Oct 16, 2025 • 14

Sharing is Caring: Efficient LM Post-Training with Collective RL Experience Sharing

Paper • 2509.08721 • Published Sep 10, 2025 • 664
A.S.E: A Repository-Level Benchmark for Evaluating Security in AI-Generated Code

Paper • 2508.18106 • Published Aug 25, 2025 • 350
VLA-Adapter: An Effective Paradigm for Tiny-Scale Vision-Language-Action Model

Paper • 2509.09372 • Published Sep 11, 2025 • 251
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2, 2025 • 235

Useful Resources

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Paper • 2507.15061 • Published Jul 20, 2025 • 60
WebDancer: Towards Autonomous Information Seeking Agency

Paper • 2505.22648 • Published May 28, 2025 • 33
ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization

Paper • 2509.13313 • Published Sep 16, 2025 • 80
WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning

Paper • 2509.13305 • Published Sep 16, 2025 • 91

R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning

Paper • 2508.21113 • Published Aug 28, 2025 • 110
Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning

Paper • 2508.16949 • Published Aug 23, 2025 • 24
EmbodiedOneVision: Interleaved Vision-Text-Action Pretraining for General Robot Control

Paper • 2508.21112 • Published Aug 28, 2025 • 78
UItron: Foundational GUI Agent with Advanced Perception and Planning

Paper • 2508.21767 • Published Aug 29, 2025 • 12

about 14 hours ago

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 693 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 38
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation

Paper • 2503.22675 • Published Mar 28, 2025 • 36
Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback

Paper • 2503.22230 • Published Mar 28, 2025 • 45
ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization

Paper • 2509.13313 • Published Sep 16, 2025 • 80
WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents

Paper • 2509.13309 • Published Sep 16, 2025 • 67

Interesting Papers

These papers are interesting (to me)

Revisit Large-Scale Image-Caption Data in Pre-training Multimodal Foundation Models

Paper • 2410.02740 • Published Oct 3, 2024 • 53
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging

Paper • 2410.01215 • Published Oct 2, 2024 • 39
Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Multimodal Models

Paper • 2409.17146 • Published Sep 25, 2024 • 121
EuroLLM: Multilingual Language Models for Europe

Paper • 2409.16235 • Published Sep 24, 2024 • 29

Bootstrapping Language Models with DPO Implicit Rewards

Paper • 2406.09760 • Published Jun 14, 2024 • 41
DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Paper • 2406.11931 • Published Jun 17, 2024 • 69
Prism: A Framework for Decoupling and Assessing the Capabilities of VLMs

Paper • 2406.14544 • Published Jun 20, 2024 • 35
Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 96

AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning

Paper • 2402.15506 • Published Feb 23, 2024 • 17
AutoWebGLM: Bootstrap And Reinforce A Large Language Model-based Web Navigating Agent

Paper • 2404.03648 • Published Apr 4, 2024 • 29
Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts

Paper • 2405.19893 • Published May 30, 2024 • 33
Parrot: Efficient Serving of LLM-based Applications with Semantic Variable

Paper • 2405.19888 • Published May 30, 2024 • 7

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