TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation
Paper • 2412.03069 • Published • 34
Unified MLLM
Unified model that generate Text, Image, Video
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Are Emergent Abilities of Large Language Models a Mirage?
Paper • 2304.15004 • Published • 8 -
Scaling Image Tokenizers with Grouped Spherical Quantization
Paper • 2412.02632 • Published • 10 -
Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation
Paper • 2410.13848 • Published • 37 -
VisionZip: Longer is Better but Not Necessary in Vision Language Models
Paper • 2412.04467 • Published • 119 -
Divot: Diffusion Powers Video Tokenizer for Comprehension and Generation
Paper • 2412.04432 • Published • 16 -
Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces
Paper • 2412.14171 • Published • 24 -
Autoregressive Video Generation without Vector Quantization
Paper • 2412.14169 • Published • 15 -
From Pixels to Words -- Towards Native Vision-Language Primitives at Scale
Paper • 2510.14979 • Published • 70 -
Lance: Unified Multimodal Modeling by Multi-Task Synergy
Paper • 2605.18678 • Published • 78 -
Semantic Generative Tuning for Unified Multimodal Models
Paper • 2605.18714 • Published • 11 -
Toward Native Multimodal Modeling: A Roadmap
Paper • 2605.25343 • Published • 43 -
Visual Generation Unlocks Human-Like Reasoning through Multimodal World Models
Paper • 2601.19834 • Published • 25 -
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities
Paper • 2505.02567 • Published • 82 -
Beyond Language Modeling: An Exploration of Multimodal Pretraining
Paper • 2603.03276 • Published • 106 -
SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture
Paper • 2605.12500 • Published • 191 -
Representation Forcing for Bottleneck-Free Unified Multimodal Models
Paper • 2605.31604 • Published • 59 -
UniGen: A Unified Generative Framework for Retrieval and Question Answering with Large Language Models
Paper • 2312.11036 • Published -
UniGame: Turning a Unified Multimodal Model Into Its Own Adversary
Paper • 2511.19413 • Published • 21