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Collections including paper arxiv:2509.25760

Research Papers/Reviews/Literature

Daily Research papers and review including older relevant content.

Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs

Paper • 2501.18585 • Published Jan 30, 2025 • 61
RWKV-7 "Goose" with Expressive Dynamic State Evolution

Paper • 2503.14456 • Published Mar 18, 2025 • 153
DeepMesh: Auto-Regressive Artist-mesh Creation with Reinforcement Learning

Paper • 2503.15265 • Published Mar 19, 2025 • 46
Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning

Paper • 2503.15558 • Published Mar 18, 2025 • 50

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30, 2025 • 71
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Paper • 2509.03403 • Published Sep 3, 2025 • 23
LMEnt: A Suite for Analyzing Knowledge in Language Models from Pretraining Data to Representations

Paper • 2509.03405 • Published Sep 3, 2025 • 24
SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs

Paper • 2509.00930 • Published Aug 31, 2025 • 5

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 59 • 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

Reinforcement learning

about 11 hours ago

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 104
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning

Paper • 2509.25760 • Published Sep 30, 2025 • 55

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 • 77
UItron: Foundational GUI Agent with Advanced Perception and Planning

Paper • 2508.21767 • Published Aug 29, 2025 • 12

GenEx: Generating an Explorable World

Paper • 2412.09624 • Published Dec 12, 2024 • 98
Segmenting Text and Learning Their Rewards for Improved RLHF in Language Model

Paper • 2501.02790 • Published Jan 6, 2025 • 8
Who's Your Judge? On the Detectability of LLM-Generated Judgments

Paper • 2509.25154 • Published Sep 29, 2025 • 30
TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning

Paper • 2509.25760 • Published Sep 30, 2025 • 55

Research Papers/Reviews/Literature

Daily Research papers and review including older relevant content.

Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs

Paper • 2501.18585 • Published Jan 30, 2025 • 61
RWKV-7 "Goose" with Expressive Dynamic State Evolution

Paper • 2503.14456 • Published Mar 18, 2025 • 153
DeepMesh: Auto-Regressive Artist-mesh Creation with Reinforcement Learning

Paper • 2503.15265 • Published Mar 19, 2025 • 46
Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning

Paper • 2503.15558 • Published Mar 18, 2025 • 50

TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning

Paper • 2509.25760 • Published Sep 30, 2025 • 55

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published Aug 30, 2025 • 71
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Paper • 2509.03403 • Published Sep 3, 2025 • 23
LMEnt: A Suite for Analyzing Knowledge in Language Models from Pretraining Data to Representations

Paper • 2509.03405 • Published Sep 3, 2025 • 24
SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs

Paper • 2509.00930 • Published Aug 31, 2025 • 5

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 • 77
UItron: Foundational GUI Agent with Advanced Perception and Planning

Paper • 2508.21767 • Published Aug 29, 2025 • 12

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 59 • 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

GenEx: Generating an Explorable World

Paper • 2412.09624 • Published Dec 12, 2024 • 98
Segmenting Text and Learning Their Rewards for Improved RLHF in Language Model

Paper • 2501.02790 • Published Jan 6, 2025 • 8
Who's Your Judge? On the Detectability of LLM-Generated Judgments

Paper • 2509.25154 • Published Sep 29, 2025 • 30
TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning

Paper • 2509.25760 • Published Sep 30, 2025 • 55

Reinforcement learning

about 11 hours ago

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 104
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

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