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Collections including paper arxiv:2509.21240

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

Seedream 4.0: Toward Next-generation Multimodal Image Generation

Paper • 2509.20427 • Published 4 days ago • 59
Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published 3 days ago • 69

about 8 hours ago

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published 29 days ago • 68
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Paper • 2509.03403 • Published 25 days ago • 20
LMEnt: A Suite for Analyzing Knowledge in Language Models from Pretraining Data to Representations

Paper • 2509.03405 • Published 25 days ago • 23
SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs

Paper • 2509.00930 • Published 28 days ago • 4

Reinforcement learning

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 • 102
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25 • 75

Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published 3 days ago • 69

Towards General Agentic Intelligence via Environment Scaling

Paper • 2509.13311 • Published 12 days ago • 68
Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published 3 days ago • 69

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8 • 257 • 96
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12 • 35
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

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

Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published 3 days ago • 69

Seedream 4.0: Toward Next-generation Multimodal Image Generation

Paper • 2509.20427 • Published 4 days ago • 59
Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published 3 days ago • 69

Towards General Agentic Intelligence via Environment Scaling

Paper • 2509.13311 • Published 12 days ago • 68
Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published 3 days ago • 69

about 8 hours ago

Open Data Synthesis For Deep Research

Paper • 2509.00375 • Published 29 days ago • 68
Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Paper • 2509.03403 • Published 25 days ago • 20
LMEnt: A Suite for Analyzing Knowledge in Language Models from Pretraining Data to Representations

Paper • 2509.03405 • Published 25 days ago • 23
SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs

Paper • 2509.00930 • Published 28 days ago • 4

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8 • 257 • 96
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12 • 35
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

Reinforcement learning

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 • 102
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25 • 75

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