VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks
Paper
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2504.05118
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Published
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24
Papers
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T1: Tool-integrated Self-verification for Test-time Compute Scaling in Small Language Models
Paper • 2504.04718 • Published • 38 -
SynWorld: Virtual Scenario Synthesis for Agentic Action Knowledge Refinement
Paper • 2504.03561 • Published • 17 -
Concept Lancet: Image Editing with Compositional Representation Transplant
Paper • 2504.02828 • Published • 16 -
ShieldAgent: Shielding Agents via Verifiable Safety Policy Reasoning
Paper • 2503.22738 • Published • 15 -
APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay
Paper • 2504.03601 • Published • 15 -
LiveVQA: Live Visual Knowledge Seeking
Paper • 2504.05288 • Published • 13 -
Why Reasoning Matters? A Survey of Advancements in Multimodal Reasoning (v1)
Paper • 2504.03151 • Published • 12 -
Generative Evaluation of Complex Reasoning in Large Language Models
Paper • 2504.02810 • Published • 12 -
Tuning-Free Image Editing with Fidelity and Editability via Unified Latent Diffusion Model
Paper • 2504.05594 • Published • 11 -
MedSAM2: Segment Anything in 3D Medical Images and Videos
Paper • 2504.03600 • Published • 8 -
DiaTool-DPO: Multi-Turn Direct Preference Optimization for Tool-Augmented Large Language Models
Paper • 2504.02882 • Published • 6 -
Efficient Reinforcement Finetuning via Adaptive Curriculum Learning
Paper • 2504.05520 • Published • 9 -
3D Scene Understanding Through Local Random Access Sequence Modeling
Paper • 2504.03875 • Published • 5 -
Distillation and Refinement of Reasoning in Small Language Models for Document Re-ranking
Paper • 2504.03947 • Published • 4 -
JailDAM: Jailbreak Detection with Adaptive Memory for Vision-Language Model
Paper • 2504.03770 • Published • 3 -
SkillWeaver: Web Agents can Self-Improve by Discovering and Honing Skills
Paper • 2504.07079 • Published • 11 -
Rethinking Reflection in Pre-Training
Paper • 2504.04022 • Published • 75 -
Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model
Paper • 2503.24290 • Published • 61 -
Understanding R1-Zero-Like Training: A Critical Perspective
Paper • 2503.20783 • Published • 43 -
RIG: Synergizing Reasoning and Imagination in End-to-End Generalist Policy
Paper • 2503.24388 • Published • 29 -
Agentic Knowledgeable Self-awareness
Paper • 2504.03553 • Published • 27 -
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models
Paper • 2503.22165 • Published • 27 -
Agent S2: A Compositional Generalist-Specialist Framework for Computer Use Agents
Paper • 2504.00906 • Published • 20 -
Effectively Controlling Reasoning Models through Thinking Intervention
Paper • 2503.24370 • Published • 18 -
Expanding RL with Verifiable Rewards Across Diverse Domains
Paper • 2503.23829 • Published • 18 -
Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models
Paper • 2503.24377 • Published • 17 -
ActionStudio: A Lightweight Framework for Data and Training of Large Action Models
Paper • 2503.22673 • Published • 12 -
MegaTTS 3: Sparse Alignment Enhanced Latent Diffusion Transformer for Zero-Shot Speech Synthesis
Paper • 2502.18924 • Published • 12 -
Interpreting Emergent Planning in Model-Free Reinforcement Learning
Paper • 2504.01871 • Published • 11 -
START: Self-taught Reasoner with Tools
Paper • 2503.04625 • Published • 108 -
Token-Efficient Long Video Understanding for Multimodal LLMs
Paper • 2503.04130 • Published • 93 -
SmolDocling: An ultra-compact vision-language model for end-to-end multi-modal document conversion
Paper • 2503.11576 • Published • 96 -
SmolVLM: Redefining small and efficient multimodal models
Paper • 2504.05299 • Published • 163 -
UniF^2ace: Fine-grained Face Understanding and Generation with Unified Multimodal Models
Paper • 2503.08120 • Published • 31 -
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey
Paper • 2503.12605 • Published • 34 -
CoRe^2: Collect, Reflect and Refine to Generate Better and Faster
Paper • 2503.09662 • Published • 33 -
VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Paper • 2503.10291 • Published • 34 -
InfiniteYou: Flexible Photo Recrafting While Preserving Your Identity
Paper • 2503.16418 • Published • 35 -
Modifying Large Language Model Post-Training for Diverse Creative Writing
Paper • 2503.17126 • Published • 36 -
Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation
Paper • 2503.22675 • Published • 34 -
MagicInfinite: Generating Infinite Talking Videos with Your Words and Voice
Paper • 2503.05978 • Published • 35 -
API Agents vs. GUI Agents: Divergence and Convergence
Paper • 2503.11069 • Published • 35 -
Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs
Paper • 2503.01307 • Published • 37 -
JARVIS-VLA: Post-Training Large-Scale Vision Language Models to Play Visual Games with Keyboards and Mouse
Paper • 2503.16365 • Published • 39 -
DeepSolution: Boosting Complex Engineering Solution Design via Tree-based Exploration and Bi-point Thinking
Paper • 2502.20730 • Published • 39 -
Process-based Self-Rewarding Language Models
Paper • 2503.03746 • Published • 39 -
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond
Paper • 2503.21614 • Published • 39 -
EgoLife: Towards Egocentric Life Assistant
Paper • 2503.03803 • Published • 41