Lavida-O: Elastic Large Masked Diffusion Models for Unified Multimodal Understanding and Generation
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Shufan, Gu, Jiuxiang, Liu, Kangning, Lin, Zhe, Wei, Zijun, Grover, Aditya, Kuen, Jason |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Sparse-LaViDa: Sparse Multimodal Discrete Diffusion Language Models
by: Li, Shufan, et al.
Published: (2025)
by: Li, Shufan, et al.
Published: (2025)
SNCE: Geometry-Aware Supervision for Scalable Discrete Image Generation
by: Li, Shufan, et al.
Published: (2026)
by: Li, Shufan, et al.
Published: (2026)
LaViDa-R1: Advancing Reasoning for Unified Multimodal Diffusion Language Models
by: Li, Shufan, et al.
Published: (2026)
by: Li, Shufan, et al.
Published: (2026)
LaViDa: A Large Diffusion Language Model for Multimodal Understanding
by: Li, Shufan, et al.
Published: (2025)
by: Li, Shufan, et al.
Published: (2025)
Refer to Any Segmentation Mask Group With Vision-Language Prompts
by: Cao, Shengcao, et al.
Published: (2025)
by: Cao, Shengcao, et al.
Published: (2025)
Accelerating Inference of Masked Image Generators via Reinforcement Learning
by: Subbaraman, Pranav, et al.
Published: (2025)
by: Subbaraman, Pranav, et al.
Published: (2025)
InstructAny2Pix: Flexible Visual Editing via Multimodal Instruction Following
by: Li, Shufan, et al.
Published: (2023)
by: Li, Shufan, et al.
Published: (2023)
ImageFolder: Autoregressive Image Generation with Folded Tokens
by: Li, Xiang, et al.
Published: (2024)
by: Li, Xiang, et al.
Published: (2024)
PopAlign: Population-Level Alignment for Fair Text-to-Image Generation
by: Li, Shufan, et al.
Published: (2024)
by: Li, Shufan, et al.
Published: (2024)
Mamba-ND: Selective State Space Modeling for Multi-Dimensional Data
by: Li, Shufan, et al.
Published: (2024)
by: Li, Shufan, et al.
Published: (2024)
XQ-GAN: An Open-source Image Tokenization Framework for Autoregressive Generation
by: Li, Xiang, et al.
Published: (2024)
by: Li, Xiang, et al.
Published: (2024)
VGent: Visual Grounding via Modular Design for Disentangling Reasoning and Prediction
by: Kang, Weitai, et al.
Published: (2025)
by: Kang, Weitai, et al.
Published: (2025)
Omni-Diffusion: Unified Multimodal Understanding and Generation with Masked Discrete Diffusion
by: Li, Lijiang, et al.
Published: (2026)
by: Li, Lijiang, et al.
Published: (2026)
HBridge: H-Shape Bridging of Heterogeneous Experts for Unified Multimodal Understanding and Generation
by: Wang, Xiang, et al.
Published: (2025)
by: Wang, Xiang, et al.
Published: (2025)
SegGen: Supercharging Segmentation Models with Text2Mask and Mask2Img Synthesis
by: Ye, Hanrong, et al.
Published: (2023)
by: Ye, Hanrong, et al.
Published: (2023)
Robust Latent Matters: Boosting Image Generation with Sampling Error Synthesis
by: Qiu, Kai, et al.
Published: (2025)
by: Qiu, Kai, et al.
Published: (2025)
Image Tokenizer Needs Post-Training
by: Qiu, Kai, et al.
Published: (2025)
by: Qiu, Kai, et al.
Published: (2025)
MMR: Evaluating Reading Ability of Large Multimodal Models
by: Chen, Jian, et al.
Published: (2024)
by: Chen, Jian, et al.
Published: (2024)
Guidance Contrastive Token Credit Assignment for Discrete Policy Optimization
by: Li, Shufan, et al.
Published: (2026)
by: Li, Shufan, et al.
Published: (2026)
LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
by: AI, Inclusion, et al.
Published: (2026)
by: AI, Inclusion, et al.
Published: (2026)
Reflect-DiT: Inference-Time Scaling for Text-to-Image Diffusion Transformers via In-Context Reflection
by: Li, Shufan, et al.
Published: (2025)
by: Li, Shufan, et al.
Published: (2025)
ARTIST: Improving the Generation of Text-rich Images with Disentangled Diffusion Models and Large Language Models
by: Zhang, Jianyi, et al.
Published: (2024)
by: Zhang, Jianyi, et al.
Published: (2024)
Unified Reward Model for Multimodal Understanding and Generation
by: Wang, Yibin, et al.
Published: (2025)
by: Wang, Yibin, et al.
Published: (2025)
UniSVG: A Unified Dataset for Vector Graphic Understanding and Generation with Multimodal Large Language Models
by: Li, Jinke, et al.
Published: (2025)
by: Li, Jinke, et al.
Published: (2025)
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation
by: Xie, Jinheng, et al.
Published: (2024)
by: Xie, Jinheng, et al.
Published: (2024)
VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model
by: Zhuang, Xianwei, et al.
Published: (2025)
by: Zhuang, Xianwei, et al.
Published: (2025)
CoSimGen: Controllable Diffusion Model for Simultaneous Image and Mask Generation
by: Bose, Rupak, et al.
Published: (2025)
by: Bose, Rupak, et al.
Published: (2025)
Mobile-O: Unified Multimodal Understanding and Generation on Mobile Device
by: Shaker, Abdelrahman, et al.
Published: (2026)
by: Shaker, Abdelrahman, et al.
Published: (2026)
MME-Unify: A Comprehensive Benchmark for Unified Multimodal Understanding and Generation Models
by: Xie, Wulin, et al.
Published: (2025)
by: Xie, Wulin, et al.
Published: (2025)
Harmonizing Visual Representations for Unified Multimodal Understanding and Generation
by: Wu, Size, et al.
Published: (2025)
by: Wu, Size, et al.
Published: (2025)
MacDiff: Unified Skeleton Modeling with Masked Conditional Diffusion
by: Wu, Lehong, et al.
Published: (2024)
by: Wu, Lehong, et al.
Published: (2024)
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities
by: Zhao, Shanshan, et al.
Published: (2025)
by: Zhao, Shanshan, et al.
Published: (2025)
Thinking with Camera: A Unified Multimodal Model for Camera-Centric Understanding and Generation
by: Liao, Kang, et al.
Published: (2025)
by: Liao, Kang, et al.
Published: (2025)
MammothModa2: A Unified AR-Diffusion Framework for Multimodal Understanding and Generation
by: Shen, Tao, et al.
Published: (2025)
by: Shen, Tao, et al.
Published: (2025)
Customization Assistant for Text-to-image Generation
by: Zhou, Yufan, et al.
Published: (2023)
by: Zhou, Yufan, et al.
Published: (2023)
OmniFlow: Any-to-Any Generation with Multi-Modal Rectified Flows
by: Li, Shufan, et al.
Published: (2024)
by: Li, Shufan, et al.
Published: (2024)
InternVL-U: Democratizing Unified Multimodal Models for Understanding, Reasoning, Generation and Editing
by: Tian, Changyao, et al.
Published: (2026)
by: Tian, Changyao, et al.
Published: (2026)
Decoding the Delta: Unifying Remote Sensing Change Detection and Understanding with Multimodal Large Language Models
by: Li, Xiaohe, et al.
Published: (2026)
by: Li, Xiaohe, et al.
Published: (2026)
Learning to Generate via Understanding: Understanding-Driven Intrinsic Rewarding for Unified Multimodal Models
by: Pan, Jiadong, et al.
Published: (2026)
by: Pan, Jiadong, et al.
Published: (2026)
MedXChat: A Unified Multimodal Large Language Model Framework towards CXRs Understanding and Generation
by: Yang, Ling, et al.
Published: (2023)
by: Yang, Ling, et al.
Published: (2023)
Similar Items
-
Sparse-LaViDa: Sparse Multimodal Discrete Diffusion Language Models
by: Li, Shufan, et al.
Published: (2025) -
SNCE: Geometry-Aware Supervision for Scalable Discrete Image Generation
by: Li, Shufan, et al.
Published: (2026) -
LaViDa-R1: Advancing Reasoning for Unified Multimodal Diffusion Language Models
by: Li, Shufan, et al.
Published: (2026) -
LaViDa: A Large Diffusion Language Model for Multimodal Understanding
by: Li, Shufan, et al.
Published: (2025) -
Refer to Any Segmentation Mask Group With Vision-Language Prompts
by: Cao, Shengcao, et al.
Published: (2025)