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

Text Generation • 31B • Updated Oct 10 • 13.3k • 779
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

Deep Researchers and reasoning frameworks

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

Paper • 2509.01396 • Published Sep 1 • 57

deep-research-eval

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

Paper • 2509.01396 • Published Sep 1 • 57

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

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

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

Paper • 2508.15144 • Published Aug 21 • 64
AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs

Paper • 2508.16153 • Published Aug 22 • 158

Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis

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

Viewer • Updated Feb 21 • 1.15M • 2.1k • 543
nvidia/OpenMathReasoning

Viewer • Updated May 27 • 5.68M • 14.6k • 367
Search Arena: Analyzing Search-Augmented LLMs

Paper • 2506.05334 • Published Jun 5 • 17

Important papers

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

Paper • 2509.01396 • Published Sep 1 • 57

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 • 626
MiniMax-01: Scaling Foundation Models with Lightning Attention

Paper • 2501.08313 • Published Jan 14 • 301
Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24 • 315
Drivel-ology: Challenging LLMs with Interpreting Nonsense with Depth

Paper • 2509.03867 • Published Sep 4 • 211

Bugai's Collection

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

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

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

Paper • 2508.19247 • Published Aug 26 • 42
VibeVoice Technical Report

Paper • 2508.19205 • Published Aug 26 • 127

about 9 hours ago

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

Paper • 2506.04180 • Published Jun 4 • 33
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

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

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

Paper • 2507.15245 • Published Jul 21 • 11

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

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

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

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

Paper • 2509.01396 • Published Sep 1 • 57

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 • 13.3k • 779
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

Important papers

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

Paper • 2509.01396 • Published Sep 1 • 57

Deep Researchers and reasoning frameworks

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

Paper • 2509.01396 • Published Sep 1 • 57

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 • 626
MiniMax-01: Scaling Foundation Models with Lightning Attention

Paper • 2501.08313 • Published Jan 14 • 301
Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24 • 315
Drivel-ology: Challenging LLMs with Interpreting Nonsense with Depth

Paper • 2509.03867 • Published Sep 4 • 211

deep-research-eval

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

Paper • 2509.01396 • Published Sep 1 • 57

Bugai's Collection

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

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

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

Paper • 2508.19247 • Published Aug 26 • 42
VibeVoice Technical Report

Paper • 2508.19205 • Published Aug 26 • 127

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

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

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

Paper • 2508.15144 • Published Aug 21 • 64
AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs

Paper • 2508.16153 • Published Aug 22 • 158

about 9 hours ago

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

Paper • 2506.04180 • Published Jun 4 • 33
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

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

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

Paper • 2507.15245 • Published Jul 21 • 11

Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis

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

Viewer • Updated Feb 21 • 1.15M • 2.1k • 543
nvidia/OpenMathReasoning

Viewer • Updated May 27 • 5.68M • 14.6k • 367
Search Arena: Analyzing Search-Augmented LLMs

Paper • 2506.05334 • Published Jun 5 • 17

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

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

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

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

Paper • 2509.01396 • Published Sep 1 • 57

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