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Collections including paper arxiv:2509.06733

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 • 104
Scaling Generalist Data-Analytic Agents

Paper • 2509.25084 • Published Sep 29 • 18
Scaling Agents via Continual Pre-training

Paper • 2509.13310 • Published Sep 16 • 117

Reinforcement Learning Foundations for Deep Research Systems: A Survey

Paper • 2509.06733 • Published Sep 8 • 32

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2 • 225
Reinforcement Learning Foundations for Deep Research Systems: A Survey

Paper • 2509.06733 • Published Sep 8 • 32

Describe What You See with Multimodal Large Language Models to Enhance Video Recommendations

Paper • 2508.09789 • Published Aug 13 • 5
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

Paper • 2508.13186 • Published Aug 14 • 18
ZARA: Zero-shot Motion Time-Series Analysis via Knowledge and Retrieval Driven LLM Agents

Paper • 2508.04038 • Published Aug 6 • 1
Prompt Orchestration Markup Language

Paper • 2508.13948 • Published Aug 19 • 48

Reasoning models

Reinforcement Pre-Training

Paper • 2506.08007 • Published Jun 9 • 262
Reinforcement Learning Foundations for Deep Research Systems: A Survey

Paper • 2509.06733 • Published Sep 8 • 32

Papers, datasets and models on deep research agents

SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents

Paper • 2509.06283 • Published Sep 8 • 17
Alibaba-NLP/Tongyi-DeepResearch-30B-A3B

Text Generation • 31B • Updated Oct 10 • 13.4k • 778
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Paper • 2506.11763 • Published Jun 13 • 72
Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30 • 70

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30 • 70
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Paper • 2509.03403 • Published Sep 3 • 22
LMEnt: A Suite for Analyzing Knowledge in Language Models from Pretraining Data to Representations

Paper • 2509.03405 • Published Sep 3 • 23
SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs

Paper • 2509.00930 • Published Aug 31 • 4

DeepSeek-R1 Thoughtology: Let's <think> about LLM Reasoning

Paper • 2504.07128 • Published Apr 2 • 86
BM25S: Orders of magnitude faster lexical search via eager sparse scoring

Paper • 2407.03618 • Published Jul 4, 2024 • 13
Deep Think with Confidence

Paper • 2508.15260 • Published Aug 21 • 88
R-Zero: Self-Evolving Reasoning LLM from Zero Data

Paper • 2508.05004 • Published Aug 7 • 130

Tool-integrated Reinforcement Learning for Repo Deep Search

Paper • 2508.03012 • Published Aug 5 • 20
Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5 • 121
Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents

Paper • 2509.09265 • Published Sep 11 • 46
A Survey of Reinforcement Learning for Large Reasoning Models

Paper • 2509.08827 • Published Sep 10 • 189

about 13 hours ago

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8 • 529 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

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

Paper • 2505.17667 • Published May 23 • 88

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 • 104
Scaling Generalist Data-Analytic Agents

Paper • 2509.25084 • Published Sep 29 • 18
Scaling Agents via Continual Pre-training

Paper • 2509.13310 • Published Sep 16 • 117

Papers, datasets and models on deep research agents

SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents

Paper • 2509.06283 • Published Sep 8 • 17
Alibaba-NLP/Tongyi-DeepResearch-30B-A3B

Text Generation • 31B • Updated Oct 10 • 13.4k • 778
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Paper • 2506.11763 • Published Jun 13 • 72
Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30 • 70

Reinforcement Learning Foundations for Deep Research Systems: A Survey

Paper • 2509.06733 • Published Sep 8 • 32

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30 • 70
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Paper • 2509.03403 • Published Sep 3 • 22
LMEnt: A Suite for Analyzing Knowledge in Language Models from Pretraining Data to Representations

Paper • 2509.03405 • Published Sep 3 • 23
SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs

Paper • 2509.00930 • Published Aug 31 • 4

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2 • 225
Reinforcement Learning Foundations for Deep Research Systems: A Survey

Paper • 2509.06733 • Published Sep 8 • 32

DeepSeek-R1 Thoughtology: Let's <think> about LLM Reasoning

Paper • 2504.07128 • Published Apr 2 • 86
BM25S: Orders of magnitude faster lexical search via eager sparse scoring

Paper • 2407.03618 • Published Jul 4, 2024 • 13
Deep Think with Confidence

Paper • 2508.15260 • Published Aug 21 • 88
R-Zero: Self-Evolving Reasoning LLM from Zero Data

Paper • 2508.05004 • Published Aug 7 • 130

Describe What You See with Multimodal Large Language Models to Enhance Video Recommendations

Paper • 2508.09789 • Published Aug 13 • 5
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

Paper • 2508.13186 • Published Aug 14 • 18
ZARA: Zero-shot Motion Time-Series Analysis via Knowledge and Retrieval Driven LLM Agents

Paper • 2508.04038 • Published Aug 6 • 1
Prompt Orchestration Markup Language

Paper • 2508.13948 • Published Aug 19 • 48

Tool-integrated Reinforcement Learning for Repo Deep Search

Paper • 2508.03012 • Published Aug 5 • 20
Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5 • 121
Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents

Paper • 2509.09265 • Published Sep 11 • 46
A Survey of Reinforcement Learning for Large Reasoning Models

Paper • 2509.08827 • Published Sep 10 • 189

Reasoning models

Reinforcement Pre-Training

Paper • 2506.08007 • Published Jun 9 • 262
Reinforcement Learning Foundations for Deep Research Systems: A Survey

Paper • 2509.06733 • Published Sep 8 • 32

about 13 hours ago

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8 • 529 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

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

Paper • 2505.17667 • Published May 23 • 88

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