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Unified Multimodal Model

A curated list for Multimodal Model Generation papers.

OmniGen2: Exploration to Advanced Multimodal Generation

Paper • 2506.18871 • Published Jun 23 • 78
OmniGen: Unified Image Generation

Paper • 2409.11340 • Published Sep 17, 2024 • 115
Show-o Turbo: Towards Accelerated Unified Multimodal Understanding and Generation

Paper • 2502.05415 • Published Feb 8 • 21
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Paper • 2408.12528 • Published Aug 22, 2024 • 51

Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80

Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80
TabSTAR: A Foundation Tabular Model With Semantically Target-Aware Representations

Paper • 2505.18125 • Published May 23 • 112
Distilling LLM Agent into Small Models with Retrieval and Code Tools

Paper • 2505.17612 • Published May 23 • 81
One RL to See Them All: Visual Triple Unified Reinforcement Learning

Paper • 2505.18129 • Published May 23 • 60

Multi-Modal Models

Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80
nablaNABLA: Neighborhood Adaptive Block-Level Attention

Paper • 2507.13546 • Published Jul 17 • 124

Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction

Paper • 2505.02471 • Published May 5 • 15
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80
Self-Rewarding Vision-Language Model via Reasoning Decomposition

Paper • 2508.19652 • Published Aug 27 • 84

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

Hierarchical Reasoning Model

Paper • 2506.21734 • Published Jun 26 • 46
Dynamic Chunking for End-to-End Hierarchical Sequence Modeling

Paper • 2507.07955 • Published Jul 10 • 25
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80
Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference

Paper • 2508.02193 • Published Aug 4 • 132

Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey

Paper • 2505.03418 • Published May 6 • 9
Beyond Recognition: Evaluating Visual Perspective Taking in Vision Language Models

Paper • 2505.03821 • Published May 3 • 25
OpenVision: A Fully-Open, Cost-Effective Family of Advanced Vision Encoders for Multimodal Learning

Paper • 2505.04601 • Published May 7 • 29

Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80
OmniGen2: Exploration to Advanced Multimodal Generation

Paper • 2506.18871 • Published Jun 23 • 78
UniFork: Exploring Modality Alignment for Unified Multimodal Understanding and Generation

Paper • 2506.17202 • Published Jun 20 • 10
ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation

Paper • 2506.18095 • Published Jun 22 • 66

Multimodal models

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Paper • 2504.10479 • Published Apr 14 • 303
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80

Unified Multimodal Model

A curated list for Multimodal Model Generation papers.

OmniGen2: Exploration to Advanced Multimodal Generation

Paper • 2506.18871 • Published Jun 23 • 78
OmniGen: Unified Image Generation

Paper • 2409.11340 • Published Sep 17, 2024 • 115
Show-o Turbo: Towards Accelerated Unified Multimodal Understanding and Generation

Paper • 2502.05415 • Published Feb 8 • 21
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Paper • 2408.12528 • Published Aug 22, 2024 • 51

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

Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80

Hierarchical Reasoning Model

Paper • 2506.21734 • Published Jun 26 • 46
Dynamic Chunking for End-to-End Hierarchical Sequence Modeling

Paper • 2507.07955 • Published Jul 10 • 25
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80
Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference

Paper • 2508.02193 • Published Aug 4 • 132

Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80
TabSTAR: A Foundation Tabular Model With Semantically Target-Aware Representations

Paper • 2505.18125 • Published May 23 • 112
Distilling LLM Agent into Small Models with Retrieval and Code Tools

Paper • 2505.17612 • Published May 23 • 81
One RL to See Them All: Visual Triple Unified Reinforcement Learning

Paper • 2505.18129 • Published May 23 • 60

Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey

Paper • 2505.03418 • Published May 6 • 9
Beyond Recognition: Evaluating Visual Perspective Taking in Vision Language Models

Paper • 2505.03821 • Published May 3 • 25
OpenVision: A Fully-Open, Cost-Effective Family of Advanced Vision Encoders for Multimodal Learning

Paper • 2505.04601 • Published May 7 • 29

Multi-Modal Models

Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80
nablaNABLA: Neighborhood Adaptive Block-Level Attention

Paper • 2507.13546 • Published Jul 17 • 124

Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80
OmniGen2: Exploration to Advanced Multimodal Generation

Paper • 2506.18871 • Published Jun 23 • 78
UniFork: Exploring Modality Alignment for Unified Multimodal Understanding and Generation

Paper • 2506.17202 • Published Jun 20 • 10
ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation

Paper • 2506.18095 • Published Jun 22 • 66

Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction

Paper • 2505.02471 • Published May 5 • 15
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80
Self-Rewarding Vision-Language Model via Reasoning Decomposition

Paper • 2508.19652 • Published Aug 27 • 84

Multimodal models

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Paper • 2504.10479 • Published Apr 14 • 303
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities

Paper • 2505.02567 • Published May 5 • 80

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