InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning
Paper
• 2502.11573 • Published
• 9
Multimodal Reasoning
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Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking
Paper • 2502.02339 • Published • 23 -
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model
Paper • 2502.11775 • Published • 9 -
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
Paper • 2412.18319 • Published • 39 -
LLaVA-o1: Let Vision Language Models Reason Step-by-Step
Paper • 2411.10440 • Published • 129 -
Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models
Paper • 2502.16033 • Published • 18 -
MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning
Paper • 2502.19634 • Published • 63 -
Visual-RFT: Visual Reinforcement Fine-Tuning
Paper • 2503.01785 • Published • 86 -
MM-Eureka: Exploring Visual Aha Moment with Rule-based Large-scale Reinforcement Learning
Paper • 2503.07365 • Published • 61 -
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models
Paper • 2503.06749 • Published • 31 -
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL
Paper • 2503.07536 • Published • 88 -
Diving into Self-Evolving Training for Multimodal Reasoning
Paper • 2412.17451 • Published • 42 -
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models
Paper • 2411.14432 • Published • 25 -
R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcing Learning
Paper • 2503.05379 • Published • 38 -
VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Paper • 2503.10291 • Published • 36 -
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization
Paper • 2503.10615 • Published • 17 -
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey
Paper • 2503.12605 • Published • 35 -
R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization
Paper • 2503.12937 • Published • 30 -
VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning
Paper • 2503.13444 • Published • 17 -
DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding
Paper • 2503.12797 • Published • 32 -
OpenVLThinker: An Early Exploration to Complex Vision-Language Reasoning via Iterative Self-Improvement
Paper • 2503.17352 • Published • 24 -
MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems
Paper • 2503.16549 • Published • 15 -
Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning
Paper • 2503.18013 • Published • 20 -
Video-R1: Reinforcing Video Reasoning in MLLMs
Paper • 2503.21776 • Published • 79 -
UI-R1: Enhancing Action Prediction of GUI Agents by Reinforcement Learning
Paper • 2503.21620 • Published • 62 -
OThink-MR1: Stimulating multimodal generalized reasoning capabilities via dynamic reinforcement learning
Paper • 2503.16081 • Published • 28 -
Improved Visual-Spatial Reasoning via R1-Zero-Like Training
Paper • 2504.00883 • Published • 67 -
Rethinking RL Scaling for Vision Language Models: A Transparent, From-Scratch Framework and Comprehensive Evaluation Scheme
Paper • 2504.02587 • Published • 32 -
Why Reasoning Matters? A Survey of Advancements in Multimodal Reasoning (v1)
Paper • 2504.03151 • Published • 15 -
Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought
Paper • 2504.05599 • Published • 85 -
VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning
Paper • 2504.06958 • Published • 13 -
OmniCaptioner: One Captioner to Rule Them All
Paper • 2504.07089 • Published • 20 -
Kimi-VL Technical Report
Paper • 2504.07491 • Published • 137 -
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models
Paper • 2504.10479 • Published • 306 -
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning
Paper • 2504.08837 • Published • 43 -
TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning
Paper • 2504.09641 • Published • 16 -
VisuoThink: Empowering LVLM Reasoning with Multimodal Tree Search
Paper • 2504.09130 • Published • 12 -
NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation
Paper • 2504.13055 • Published • 19 -
InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasoners
Paper • 2504.14239 • Published • 14 -
Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning
Paper • 2504.16656 • Published • 57 -
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning
Paper • 2505.03318 • Published • 92 -
Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models
Paper • 2505.04921 • Published • 186 -
X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains
Paper • 2505.03981 • Published • 15 -
Seed1.5-VL Technical Report
Paper • 2505.07062 • Published • 155 -
Skywork-VL Reward: An Effective Reward Model for Multimodal Understanding and Reasoning
Paper • 2505.07263 • Published • 30 -
Omni-R1: Do You Really Need Audio to Fine-Tune Your Audio LLM?
Paper • 2505.09439 • Published • 10 -
OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning
Paper • 2505.08617 • Published • 42 -
GuardReasoner-VL: Safeguarding VLMs via Reinforced Reasoning
Paper • 2505.11049 • Published • 61 -
Visual Planning: Let's Think Only with Images
Paper • 2505.11409 • Published • 57 -
MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level Supervision
Paper • 2505.13427 • Published • 26 -
VisionReasoner: Unified Visual Perception and Reasoning via Reinforcement Learning
Paper • 2505.12081 • Published • 18 -
Emerging Properties in Unified Multimodal Pretraining
Paper • 2505.14683 • Published • 133 -
VisualQuality-R1: Reasoning-Induced Image Quality Assessment via Reinforcement Learning to Rank
Paper • 2505.14460 • Published • 33 -
Visionary-R1: Mitigating Shortcuts in Visual Reasoning with Reinforcement Learning
Paper • 2505.14677 • Published • 15 -
UniVG-R1: Reasoning Guided Universal Visual Grounding with Reinforcement Learning
Paper • 2505.14231 • Published • 53 -
Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning
Paper • 2505.15966 • Published • 53 -
GoT-R1: Unleashing Reasoning Capability of MLLM for Visual Generation with Reinforcement Learning
Paper • 2505.17022 • Published • 27 -
SophiaVL-R1: Reinforcing MLLMs Reasoning with Thinking Reward
Paper • 2505.17018 • Published • 15 -
Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models
Paper • 2505.16854 • Published • 11 -
GRIT: Teaching MLLMs to Think with Images
Paper • 2505.15879 • Published • 13 -
SAKURA: On the Multi-hop Reasoning of Large Audio-Language Models Based on Speech and Audio Information
Paper • 2505.13237 • Published • 1 -
VLM-R^3: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought
Paper • 2505.16192 • Published • 12 -
Training-Free Reasoning and Reflection in MLLMs
Paper • 2505.16151 • Published • 9 -
Omni-R1: Reinforcement Learning for Omnimodal Reasoning via Two-System Collaboration
Paper • 2505.20256 • Published • 19 -
G1: Bootstrapping Perception and Reasoning Abilities of Vision-Language Model via Reinforcement Learning
Paper • 2505.13426 • Published • 13 -
STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs
Paper • 2505.15804 • Published • 10 -
Jodi: Unification of Visual Generation and Understanding via Joint Modeling
Paper • 2505.19084 • Published • 20 -
VerIPO: Cultivating Long Reasoning in Video-LLMs via Verifier-Gudied Iterative Policy Optimization
Paper • 2505.19000 • Published • 42 -
Video-Holmes: Can MLLM Think Like Holmes for Complex Video Reasoning?
Paper • 2505.21374 • Published • 28 -
Active-O3: Empowering Multimodal Large Language Models with Active Perception via GRPO
Paper • 2505.21457 • Published • 16 -
Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL
Paper • 2505.17952 • Published • 20 -
R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO
Paper • 2505.16673 • Published • 2 -
Sherlock: Self-Correcting Reasoning in Vision-Language Models
Paper • 2505.22651 • Published • 48 -
Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO
Paper • 2505.22453 • Published • 46 -
Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start
Paper • 2505.22334 • Published • 36 -
Fostering Video Reasoning via Next-Event Prediction
Paper • 2505.22457 • Published • 29 -
Thinking with Generated Images
Paper • 2505.22525 • Published • 15 -
Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence
Paper • 2505.23747 • Published • 69 -
UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning
Paper • 2505.23380 • Published • 22 -
cadrille: Multi-modal CAD Reconstruction with Online Reinforcement Learning
Paper • 2505.22914 • Published • 37 -
Grounded Reinforcement Learning for Visual Reasoning
Paper • 2505.23678 • Published • 2 -
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models
Paper • 2505.21523 • Published • 13 -
SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning
Paper • 2506.01713 • Published • 48 -
Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning
Paper • 2506.04207 • Published • 48 -
AV-Reasoner: Improving and Benchmarking Clue-Grounded Audio-Visual Counting for MLLMs
Paper • 2506.05328 • Published • 21 -
Perceptual Decoupling for Scalable Multi-modal Reasoning via Reward-Optimized Captioning
Paper • 2506.04559 • Published • 2 -
Look Before You Leap: A GUI-Critic-R1 Model for Pre-Operative Error Diagnosis in GUI Automation
Paper • 2506.04614 • Published • 19 -
ComfyUI-R1: Exploring Reasoning Models for Workflow Generation
Paper • 2506.09790 • Published • 53 -
DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO
Paper • 2506.07464 • Published • 14 -
Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning
Paper • 2506.13654 • Published • 43 -
VGR: Visual Grounded Reasoning
Paper • 2506.11991 • Published • 20 -
Enhancing Step-by-Step and Verifiable Medical Reasoning in MLLMs
Paper • 2506.16962 • Published • 10 -
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning
Paper • 2506.16141 • Published • 27 -
ThinkSound: Chain-of-Thought Reasoning in Multimodal Large Language Models for Audio Generation and Editing
Paper • 2506.21448 • Published • 8 -
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning
Paper • 2507.01006 • Published • 251 -
HumanOmniV2: From Understanding to Omni-Modal Reasoning with Context
Paper • 2506.21277 • Published • 14 -
Kwai Keye-VL Technical Report
Paper • 2507.01949 • Published • 131 -
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers
Paper • 2506.23918 • Published • 90 -
High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning
Paper • 2507.05920 • Published • 12 -
Perception-Aware Policy Optimization for Multimodal Reasoning
Paper • 2507.06448 • Published • 48 -
Skywork-R1V3 Technical Report
Paper • 2507.06167 • Published • 73 -
Open Vision Reasoner: Transferring Linguistic Cognitive Behavior for Visual Reasoning
Paper • 2507.05255 • Published • 75 -
VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning
Paper • 2507.13348 • Published • 79 -
Zebra-CoT: A Dataset for Interleaved Vision Language Reasoning
Paper • 2507.16746 • Published • 34 -
ThinkAct: Vision-Language-Action Reasoning via Reinforced Visual Latent Planning
Paper • 2507.16815 • Published • 42 -
Semi-off-Policy Reinforcement Learning for Vision-Language Slow-thinking Reasoning
Paper • 2507.16814 • Published • 21 -
VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning
Paper • 2507.22607 • Published • 47 -
Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning
Paper • 2503.15558 • Published • 50 -
MolmoAct: Action Reasoning Models that can Reason in Space
Paper • 2508.07917 • Published • 44 -
We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning
Paper • 2508.10433 • Published • 144 -
HumanSense: From Multimodal Perception to Empathetic Context-Aware Responses through Reasoning MLLMs
Paper • 2508.10576 • Published • 8 -
R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning
Paper • 2508.21113 • Published • 110 -
LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model
Paper • 2509.00676 • Published • 85 -
Planning with Reasoning using Vision Language World Model
Paper • 2509.02722 • Published • 24 -
Focusing by Contrastive Attention: Enhancing VLMs' Visual Reasoning
Paper • 2509.06461 • Published • 20 -
Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models
Paper • 2509.12132 • Published • 7 -
Multimodal Reasoning for Science: Technical Report and 1st Place Solution to the ICML 2025 SeePhys Challenge
Paper • 2509.06079 • Published • 6 -
BaseReward: A Strong Baseline for Multimodal Reward Model
Paper • 2509.16127 • Published • 21 -
BTL-UI: Blink-Think-Link Reasoning Model for GUI Agent
Paper • 2509.15566 • Published • 14 -
MARS2 2025 Challenge on Multimodal Reasoning: Datasets, Methods, Results, Discussion, and Outlook
Paper • 2509.14142 • Published • 10 -
MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources
Paper • 2509.21268 • Published • 104 -
Vision-Zero: Scalable VLM Self-Improvement via Strategic Gamified Self-Play
Paper • 2509.25541 • Published • 140 -
More Thought, Less Accuracy? On the Dual Nature of Reasoning in Vision-Language Models
Paper • 2509.25848 • Published • 80 -
VLA-R1: Enhancing Reasoning in Vision-Language-Action Models
Paper • 2510.01623 • Published • 12 -
Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models
Paper • 2510.05034 • Published • 51 -
UniVideo: Unified Understanding, Generation, and Editing for Videos
Paper • 2510.08377 • Published • 81 -
TTRV: Test-Time Reinforcement Learning for Vision Language Models
Paper • 2510.06783 • Published • 12 -
Generative Universal Verifier as Multimodal Meta-Reasoner
Paper • 2510.13804 • Published • 27 -
Open-o3 Video: Grounded Video Reasoning with Explicit Spatio-Temporal Evidence
Paper • 2510.20579 • Published • 56 -
Directional Reasoning Injection for Fine-Tuning MLLMs
Paper • 2510.15050 • Published • 12 -
Video-Thinker: Sparking "Thinking with Videos" via Reinforcement Learning
Paper • 2510.23473 • Published • 85 -
SeeingEye: Agentic Information Flow Unlocks Multimodal Reasoning In Text-only LLMs
Paper • 2510.25092 • Published • 8 -
Omni-Reward: Towards Generalist Omni-Modal Reward Modeling with Free-Form Preferences
Paper • 2510.23451 • Published • 28 -
When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought
Paper • 2511.02779 • Published • 59 -
Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm
Paper • 2511.04570 • Published • 240 -
V-Thinker: Interactive Thinking with Images
Paper • 2511.04460 • Published • 97 -
MathSE: Improving Multimodal Mathematical Reasoning via Self-Evolving Iterative Reflection and Reward-Guided Fine-Tuning
Paper • 2511.06805 • Published • 13 -
REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding
Paper • 2511.13026 • Published • 26 -
VisPlay: Self-Evolving Vision-Language Models from Images
Paper • 2511.15661 • Published • 43 -
Thinking-while-Generating: Interleaving Textual Reasoning throughout Visual Generation
Paper • 2511.16671 • Published • 16 -
MASS: Motion-Aware Spatial-Temporal Grounding for Physics Reasoning and Comprehension in Vision-Language Models
Paper • 2511.18373 • Published • 7 -
OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe
Paper • 2511.16334 • Published • 93 -
GeoVista: Web-Augmented Agentic Visual Reasoning for Geolocalization
Paper • 2511.15705 • Published • 97 -
SPHINX: A Synthetic Environment for Visual Perception and Reasoning
Paper • 2511.20814 • Published • 2 -
Think Visually, Reason Textually: Vision-Language Synergy in ARC
Paper • 2511.15703 • Published • 9 -
MIRA: Multimodal Iterative Reasoning Agent for Image Editing
Paper • 2511.21087 • Published • 10 -
REASONEDIT: Towards Reasoning-Enhanced Image Editing Models
Paper • 2511.22625 • Published • 47 -
Geometrically-Constrained Agent for Spatial Reasoning
Paper • 2511.22659 • Published • 41 -
DualVLA: Building a Generalizable Embodied Agent via Partial Decoupling of Reasoning and Action
Paper • 2511.22134 • Published • 22 -
Skywork-R1V4: Toward Agentic Multimodal Intelligence through Interleaved Thinking with Images and DeepResearch
Paper • 2512.02395 • Published • 49 -
Revisiting the Necessity of Lengthy Chain-of-Thought in Vision-centric Reasoning Generalization
Paper • 2511.22586 • Published • 7 -
Artemis: Structured Visual Reasoning for Perception Policy Learning
Paper • 2512.01988 • Published • 2 -
CodeV: Code with Images for Faithful Visual Reasoning via Tool-Aware Policy Optimization
Paper • 2511.19661 • Published • 2 -
OneThinker: All-in-one Reasoning Model for Image and Video
Paper • 2512.03043 • Published • 33 -
Thinking with Programming Vision: Towards a Unified View for Thinking with Images
Paper • 2512.03746 • Published • 17 -
ARM-Thinker: Reinforcing Multimodal Generative Reward Models with Agentic Tool Use and Visual Reasoning
Paper • 2512.05111 • Published • 50 -
Colon-X: Advancing Intelligent Colonoscopy from Multimodal Understanding to Clinical Reasoning
Paper • 2512.03667 • Published • 5 -
Rethinking Chain-of-Thought Reasoning for Videos
Paper • 2512.09616 • Published • 19 -
VG-Refiner: Towards Tool-Refined Referring Grounded Reasoning via Agentic Reinforcement Learning
Paper • 2512.06373 • Published • 9 -
Thinking with Images via Self-Calling Agent
Paper • 2512.08511 • Published • 23 -
Robust-R1: Degradation-Aware Reasoning for Robust Visual Understanding
Paper • 2512.17532 • Published • 67 -
Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space
Paper • 2512.12623 • Published • 4 -
MMGR: Multi-Modal Generative Reasoning
Paper • 2512.14691 • Published • 119 -
Latent Implicit Visual Reasoning
Paper • 2512.21218 • Published • 69 -
See Less, See Right: Bi-directional Perceptual Shaping For Multimodal Reasoning
Paper • 2512.22120 • Published • 15 -
InSight-o3: Empowering Multimodal Foundation Models with Generalized Visual Search
Paper • 2512.18745 • Published • 12 -
VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice
Paper • 2601.05175 • Published • 36 -
Forest Before Trees: Latent Superposition for Efficient Visual Reasoning
Paper • 2601.06803 • Published • 10 -
Omni-R1: Towards the Unified Generative Paradigm for Multimodal Reasoning
Paper • 2601.09536 • Published • 5 -
Urban Socio-Semantic Segmentation with Vision-Language Reasoning
Paper • 2601.10477 • Published • 155 -
LaViT: Aligning Latent Visual Thoughts for Multi-modal Reasoning
Paper • 2601.10129 • Published • 12 -
FantasyVLN: Unified Multimodal Chain-of-Thought Reasoning for Vision-Language Navigation
Paper • 2601.13976 • Published • 21 -
Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning
Paper • 2601.14750 • Published • 17 -
PROGRESSLM: Towards Progress Reasoning in Vision-Language Models
Paper • 2601.15224 • Published • 12 -
MMFineReason: Closing the Multimodal Reasoning Gap via Open Data-Centric Methods
Paper • 2601.21821 • Published • 59 -
VTC-R1: Vision-Text Compression for Efficient Long-Context Reasoning
Paper • 2601.22069 • Published • 7 -
Thinking with Comics: Enhancing Multimodal Reasoning through Structured Visual Storytelling
Paper • 2602.02453 • Published • 36 -
Training Data Efficiency in Multimodal Process Reward Models
Paper • 2602.04145 • Published • 76 -
SwimBird: Eliciting Switchable Reasoning Mode in Hybrid Autoregressive MLLMs
Paper • 2602.06040 • Published • 10