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Collections including paper arxiv:2510.05034

Visual Representation Alignment for Multimodal Large Language Models

Paper • 2509.07979 • Published Sep 9, 2025 • 84
Language Models Can Learn from Verbal Feedback Without Scalar Rewards

Paper • 2509.22638 • Published Sep 26, 2025 • 70
Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models

Paper • 2510.05034 • Published Oct 6, 2025 • 51
Think-Then-Generate: Reasoning-Aware Text-to-Image Diffusion with LLM Encoders

Paper • 2601.10332 • Published 27 days ago • 28

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 123 • 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

Video understanding

Wolf: Captioning Everything with a World Summarization Framework

Paper • 2407.18908 • Published Jul 26, 2024 • 32
Mixture of Nested Experts: Adaptive Processing of Visual Tokens

Paper • 2407.19985 • Published Jul 29, 2024 • 37
TPDiff: Temporal Pyramid Video Diffusion Model

Paper • 2503.09566 • Published Mar 12, 2025 • 45
DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO

Paper • 2506.07464 • Published Jun 9, 2025 • 14

facebook/w2v-bert-2.0

Feature Extraction • 0.6B • Updated Jan 25, 2024 • 2.89M • 202
facebook/metaclip-h14-fullcc2.5b

Zero-Shot Image Classification • 1.0B • Updated Jan 11, 2024 • 22.1k • 49
openai/clip-vit-large-patch14

Zero-Shot Image Classification • 0.4B • Updated Sep 15, 2023 • 7.95M • 1.96k
Salesforce/blip-image-captioning-large

Image-to-Text • 0.5B • Updated Feb 3, 2025 • 685k • 1.45k

Intern-S1: A Scientific Multimodal Foundation Model

Paper • 2508.15763 • Published Aug 21, 2025 • 269
MemMamba: Rethinking Memory Patterns in State Space Model

Paper • 2510.03279 • Published Sep 28, 2025 • 72
Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models

Paper • 2510.05034 • Published Oct 6, 2025 • 51
QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs

Paper • 2510.11696 • Published Oct 13, 2025 • 180

Multimodal Reasoning

InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning

Paper • 2502.11573 • Published Feb 17, 2025 • 9
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4, 2025 • 23
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

Paper • 2502.11775 • Published Feb 17, 2025 • 9
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning

Paper • 2311.12631 • Published Nov 21, 2023 • 14
DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Paper • 2401.06066 • Published Jan 11, 2024 • 59
VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step

Paper • 2504.01956 • Published Apr 2, 2025 • 41
UrbanLLaVA: A Multi-modal Large Language Model for Urban Intelligence with Spatial Reasoning and Understanding

Paper • 2506.23219 • Published Jun 29, 2025 • 7

Visual Representation Alignment for Multimodal Large Language Models

Paper • 2509.07979 • Published Sep 9, 2025 • 84
Language Models Can Learn from Verbal Feedback Without Scalar Rewards

Paper • 2509.22638 • Published Sep 26, 2025 • 70
Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models

Paper • 2510.05034 • Published Oct 6, 2025 • 51
Think-Then-Generate: Reasoning-Aware Text-to-Image Diffusion with LLM Encoders

Paper • 2601.10332 • Published 27 days ago • 28

Intern-S1: A Scientific Multimodal Foundation Model

Paper • 2508.15763 • Published Aug 21, 2025 • 269
MemMamba: Rethinking Memory Patterns in State Space Model

Paper • 2510.03279 • Published Sep 28, 2025 • 72
Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models

Paper • 2510.05034 • Published Oct 6, 2025 • 51
QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs

Paper • 2510.11696 • Published Oct 13, 2025 • 180

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 123 • 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

Multimodal Reasoning

InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning

Paper • 2502.11573 • Published Feb 17, 2025 • 9
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4, 2025 • 23
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

Paper • 2502.11775 • Published Feb 17, 2025 • 9
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39

Video understanding

Wolf: Captioning Everything with a World Summarization Framework

Paper • 2407.18908 • Published Jul 26, 2024 • 32
Mixture of Nested Experts: Adaptive Processing of Visual Tokens

Paper • 2407.19985 • Published Jul 29, 2024 • 37
TPDiff: Temporal Pyramid Video Diffusion Model

Paper • 2503.09566 • Published Mar 12, 2025 • 45
DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO

Paper • 2506.07464 • Published Jun 9, 2025 • 14

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

facebook/w2v-bert-2.0

Feature Extraction • 0.6B • Updated Jan 25, 2024 • 2.89M • 202
facebook/metaclip-h14-fullcc2.5b

Zero-Shot Image Classification • 1.0B • Updated Jan 11, 2024 • 22.1k • 49
openai/clip-vit-large-patch14

Zero-Shot Image Classification • 0.4B • Updated Sep 15, 2023 • 7.95M • 1.96k
Salesforce/blip-image-captioning-large

Image-to-Text • 0.5B • Updated Feb 3, 2025 • 685k • 1.45k

GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning

Paper • 2311.12631 • Published Nov 21, 2023 • 14
DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Paper • 2401.06066 • Published Jan 11, 2024 • 59
VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step

Paper • 2504.01956 • Published Apr 2, 2025 • 41
UrbanLLaVA: A Multi-modal Large Language Model for Urban Intelligence with Spatial Reasoning and Understanding

Paper • 2506.23219 • Published Jun 29, 2025 • 7

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