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Collections including paper arxiv:2509.01396

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, 2025 • 17
Alibaba-NLP/Tongyi-DeepResearch-30B-A3B

Text Generation • 31B • Updated Oct 10, 2025 • 35k • 802
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Paper • 2506.11763 • Published Jun 13, 2025 • 74
Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30, 2025 • 72

Deep Researchers and reasoning frameworks

DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks

Paper • 2509.01396 • Published Sep 1, 2025 • 58

deep-research-eval

DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks

Paper • 2509.01396 • Published Sep 1, 2025 • 58

GUI-G^2: Gaussian Reward Modeling for GUI Grounding

Paper • 2507.15846 • Published Jul 21, 2025 • 133
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent

Paper • 2508.05748 • Published Aug 7, 2025 • 141
Mobile-Agent-v3: Foundamental Agents for GUI Automation

Paper • 2508.15144 • Published Aug 21, 2025 • 65
AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs

Paper • 2508.16153 • Published Aug 22, 2025 • 160

Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis

Paper • 2505.13227 • Published May 19, 2025 • 45
facebook/natural_reasoning

Viewer • Updated Feb 21, 2025 • 1.15M • 1.5k • 552
nvidia/OpenMathReasoning

Viewer • Updated May 27, 2025 • 5.68M • 14.4k • 446
Search Arena: Analyzing Search-Augmented LLMs

Paper • 2506.05334 • Published Jun 5, 2025 • 18

Important papers

DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks

Paper • 2509.01396 • Published Sep 1, 2025 • 58

This collection is a list of papers I find to be very interesting.

The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits

Paper • 2402.17764 • Published Feb 27, 2024 • 627
MiniMax-01: Scaling Foundation Models with Lightning Attention

Paper • 2501.08313 • Published Jan 14, 2025 • 300
Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24, 2025 • 318
Drivel-ology: Challenging LLMs with Interpreting Nonsense with Depth

Paper • 2509.03867 • Published Sep 4, 2025 • 211

Bugai's Collection

Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning

Paper • 2508.20751 • Published Aug 28, 2025 • 89
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling

Paper • 2508.17445 • Published Aug 24, 2025 • 80
VoxHammer: Training-Free Precise and Coherent 3D Editing in Native 3D Space

Paper • 2508.19247 • Published Aug 26, 2025 • 43
VibeVoice Technical Report

Paper • 2508.19205 • Published Aug 26, 2025 • 143

SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models

Paper • 2506.04180 • Published Jun 4, 2025 • 34
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Paper • 2506.10540 • Published Jun 12, 2025 • 37
AutoMind: Adaptive Knowledgeable Agent for Automated Data Science

Paper • 2506.10974 • Published Jun 12, 2025 • 19
SPAR: Scholar Paper Retrieval with LLM-based Agents for Enhanced Academic Search

Paper • 2507.15245 • Published Jul 21, 2025 • 11

Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Paper • 2503.20201 • Published Mar 26, 2025 • 48
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning

Paper • 2503.19470 • Published Mar 25, 2025 • 19
Spacer: Towards Engineered Scientific Inspiration

Paper • 2508.17661 • Published Aug 25, 2025 • 32
DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks

Paper • 2509.01396 • Published Sep 1, 2025 • 58

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, 2025 • 17
Alibaba-NLP/Tongyi-DeepResearch-30B-A3B

Text Generation • 31B • Updated Oct 10, 2025 • 35k • 802
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Paper • 2506.11763 • Published Jun 13, 2025 • 74
Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30, 2025 • 72

Important papers

DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks

Paper • 2509.01396 • Published Sep 1, 2025 • 58

Deep Researchers and reasoning frameworks

DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks

Paper • 2509.01396 • Published Sep 1, 2025 • 58

This collection is a list of papers I find to be very interesting.

The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits

Paper • 2402.17764 • Published Feb 27, 2024 • 627
MiniMax-01: Scaling Foundation Models with Lightning Attention

Paper • 2501.08313 • Published Jan 14, 2025 • 300
Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24, 2025 • 318
Drivel-ology: Challenging LLMs with Interpreting Nonsense with Depth

Paper • 2509.03867 • Published Sep 4, 2025 • 211

deep-research-eval

DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks

Paper • 2509.01396 • Published Sep 1, 2025 • 58

Bugai's Collection

Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning

Paper • 2508.20751 • Published Aug 28, 2025 • 89
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling

Paper • 2508.17445 • Published Aug 24, 2025 • 80
VoxHammer: Training-Free Precise and Coherent 3D Editing in Native 3D Space

Paper • 2508.19247 • Published Aug 26, 2025 • 43
VibeVoice Technical Report

Paper • 2508.19205 • Published Aug 26, 2025 • 143

GUI-G^2: Gaussian Reward Modeling for GUI Grounding

Paper • 2507.15846 • Published Jul 21, 2025 • 133
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent

Paper • 2508.05748 • Published Aug 7, 2025 • 141
Mobile-Agent-v3: Foundamental Agents for GUI Automation

Paper • 2508.15144 • Published Aug 21, 2025 • 65
AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs

Paper • 2508.16153 • Published Aug 22, 2025 • 160

SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models

Paper • 2506.04180 • Published Jun 4, 2025 • 34
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Paper • 2506.10540 • Published Jun 12, 2025 • 37
AutoMind: Adaptive Knowledgeable Agent for Automated Data Science

Paper • 2506.10974 • Published Jun 12, 2025 • 19
SPAR: Scholar Paper Retrieval with LLM-based Agents for Enhanced Academic Search

Paper • 2507.15245 • Published Jul 21, 2025 • 11

Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis

Paper • 2505.13227 • Published May 19, 2025 • 45
facebook/natural_reasoning

Viewer • Updated Feb 21, 2025 • 1.15M • 1.5k • 552
nvidia/OpenMathReasoning

Viewer • Updated May 27, 2025 • 5.68M • 14.4k • 446
Search Arena: Analyzing Search-Augmented LLMs

Paper • 2506.05334 • Published Jun 5, 2025 • 18

Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Paper • 2503.20201 • Published Mar 26, 2025 • 48
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning

Paper • 2503.19470 • Published Mar 25, 2025 • 19
Spacer: Towards Engineered Scientific Inspiration

Paper • 2508.17661 • Published Aug 25, 2025 • 32
DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks

Paper • 2509.01396 • Published Sep 1, 2025 • 58

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