Multimodal Generation

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7 papers in the last 28 days · 0.2% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

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Period ending 2026-09-14

3 new papers

A weekly snapshot of new work published in Multimodal Generation.

Period ending 2026-09-07

3 new papers

A weekly snapshot of new work published in Multimodal Generation.

119 papers

Latest in Multimodal Generation

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  1. Target-Language Generation in Multilingual Models: Activation Steering and Optimal Control

    Sep 15, 2026James A. Michaelov, Carmen Amo Alonso, Tyler A. Chang +1Multilingual Language ModelsLinear Activation Steering

  2. FLAT: Resampling Image and Text into 1D Flexible-Length Aligned Transmodal Tokens for Retrieval and Generation

    Sep 15, 2026Guangyu Sun, Shlok Kumar Mishra, Wentao Bao +8Multimodal Generation

  3. UFO: Chain-of-Evaluation for Omni-Condition Alignment in Multi-Modal Image Generation

    Sep 14, 2026Danning Zhang, Yijing Lin, Shuhan Zhuang +4Multimodal GenerationMultimodal Alignment

  4. Multi-Modal Controlled Coherent Motion Generation

    Sep 11, 2026Yifei Liu, Qiong Cao, Hongwei Yi +2Human Motion GenerationMultimodal Generation

  5. Beyond Coherence: Benchmarking Professional Editing-Technique Execution in Multi-Shot Audio-Video Generation

    Sep 8, 2026Tianyi Zeng, Junchao Liao, Yujie Wei +9Video EditingJoint Audio-Video Generation

  6. The Price of Consistency: Exploiting Visual Anchors for Multimodal Jailbreaking in Video Generation

    Sep 7, 2026Peng Li, Qianqian Xu, Yangbangyan Jiang +2Large-Scale Video Generation ModelsMultimodal Generation

  7. Who Drives the Probability Game of VLMs? A Temporal Causal Drive Evaluation Framework

    Sep 2, 2026Shuyao Xiao, Shengling Wang, Haoyu Niu +4Multimodal GenerationCausal Structure and Reasoning

  8. Uncovering Understanding-Generation Synergy in Native Unified Multimodal Models: From Representation, Task to System

    Sep 1, 2026Penghao Wu, Haiwen Diao, Weichen Fan +3Multimodal GenerationAnswer Generation

  9. DreamX-Creator: Democratizing Native Audio-Video Generation at 2K Resolution

    Aug 31, 2026Jiashu Zhu, Yanhao Zheng, Ruitian Tian +7Joint Audio-Video GenerationMultimodal Generation

  10. GarmentWeaver: Schema-Aware Structured Synthesis for Multimodal Sewing Patterns

    Aug 31, 2026Yinwen Lu, Weihao Luo, Yueqi ZhongSewingGarments

  11. Semantic Steering for Controllable Generation: Tuning-Free Concept Erasure in Multimodal Diffusion Transformers

    Aug 13, 2026Qiao Li, Xiaomeng Fu, Yuanshu Zhao +3Diffusion TransformersConcept Erasure

  12. Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models

    Aug 12, 2026Hao Zhang, Jiaxin Qi, Zhijiang Tang +1Multimodal GenerationVisual Generation

  13. CookVoice: Unified Framework for Style Controllable Multi-Modal Human Voice Generation

    Aug 12, 2026Haowei Lou, Hye-Young Paik, Dai Jia +2Singing Voice ConversionSynthetic Utterances

  14. Ex-Omni-2D: Expressive Omni-Modal Dialogue Models with Native Visual Presence

    Aug 11, 2026Haoyu Zhang, Zhipeng Li, Xiaoying Tang +2Omni-Modal Large Language ModelsOmni

  15. Towards Expressive and Faithful Audio-to-Image Generation: A Unified Multimodal Dataset and Synthesis Framework

    Aug 10, 2026Dongxu Ge, Shansong Liu, Cheng Gong +3Joint Audio-Video GenerationVideo-To-Audio

  16. Aero Realtime: Fully Aligned Input-Output Streams for Low-Latency Streaming Multimodal Generation

    Aug 9, 2026Kaichen Zhang, Wei Huang, Keming Wu +2Multimodal GenerationStreaming

  17. Surg-UniWorld: A Unified Surgical World Model with Multimodal Control Experts

    Aug 7, 2026Rulin Zhou, Wanhao Liu, Guoheng Ma +8Surgical VideosControllable High-Quality Human Video Generation

  18. PosterMELD: Multi-Agent Paper-to-Poster Generation for Controllable Design Diversity with Editable Print-Ready Outputs

    Aug 3, 2026Haojie Hu, Chenhao Dang, Yaojia Liu +3LatexMultimodal Generation

  19. MoRoute: Dynamic Routing for In-Context Multimodal Video Generation

    Jul 31, 2026Chong Gao, Jie Ma, Zhan Peng +5Cinematic Video GenerationVideo Diffusion Models

  20. Argus-Unified: Towards A Compact and Economical Unified Model for Image Understanding and Generation

    Jul 28, 2026Weiming Zhuang, Jiabo Huang, Jingtao Li +4Multimodal GenerationVision Encoders

  21. Contrastive Parameter Disentanglement for Multi-modal Remote Sensing Image Generation

    Jul 26, 2026Yu Zhang, Wenda Zhao, Haojun Tang +1Multimodal Contrastive LearningRemote Sensing

  22. JarvisHub: An Open Harness for Canvas-Native Multimodal Creative Agents

    Jul 26, 2026Yunlong Lin, Zixu Lin, Zhaohu Xing +23Multimodal AgentsCreativity

  23. M^3-Gen: Interpretable Multimodal Generation of Gene Expression Profiles Using Clinical and Imaging Data

    Jul 23, 2026Francesca Pia Panaccione, Carlo Sgaravatti, Marco VenereThe Cancer Genome Atlas DatasetsMultimodal Clinical Data

  24. STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs

    Jul 19, 2026Ye Wang, Hongjun Wang, Hao Fang +7Multimodal GenerationBridging Language

  25. VQ-Touch: A Data-Efficient Tactile Generation Framework Across Sensors and Scenarios

    Jul 16, 2026Kailin Lyu, Long Xiao, Jianing Zeng +3Tactile SensingMultimodal Generation

  26. Concurrent Image Understanding and Generation: Self-Correcting Coupled Markov Jump Processes

    Jul 14, 2026Minh-Quan Le, Armand Comas, Alexandros Lattas +7Multimodal GenerationMasked Diffusion Language Models

  27. Boogu-Image-0.1: Boosting Open-Source Unified Multimodal Understanding and Generation

    Jul 14, 2026Guoxuan Chen, Chufeng Xiao, Haoran Yang +30Text-To-ImageMultimodal Generation

  28. Xiaomi-Robotics-U0: Unified Embodied Synthesis with World Foundation Model

    Jul 13, 2026Xinghang Li, Jun Guo, Qiwei Li +21EmbodiedIndoor Scene Generation

  29. Reinforcing the Generation Order of Multimodal Masked Diffusion Models

    Jul 9, 2026Yidong Ouyang, Zhe Wang, Sourav Bhabesh +1Multimodal GenerationDiffusion Models

  30. Vision as Unified Multimodal Generation

    Jul 7, 2026Xiaoyang Han, Jianhua Li, Kewang Deng +14Multimodal GenerationComputer Vision

  31. Transferability Between Understanding and Generation in Unified Multimodal Models

    Jul 5, 2026Jiwon Kang, Heeji Yoon, Jaewoo Jung +5Multimodal GenerationGenerative

  32. Attending to Multimodal Generation One Token at a Time

    Jul 4, 2026Varun Gupta, Vineet Gandhi, Makarand TapaswiLarge Multimodal ModelsCross-Modal Attention

  33. UniTac: A Unified Multimodal Model for Cross-Sensor Tactile Understanding and Generation

    Jun 30, 2026Jiahang Tu, Fengyu Yang, Chenyang Ma +8Tactile SensingMultimodal Generation

  34. AVTok: 1D Unified Tokenization for Holistic Audio-Video Generation

    Jun 29, 2026Kien T. Pham, I Chieh Chen, Qifeng Chen +1Joint Audio-Video GenerationAudio Tokens

  35. Illuminating Unified Multimodal Model for Free-form Interleaved Text-Image Generation

    Jun 29, 2026Chonghuinan Wang, Zhikai Chen, Chunwei Wang +9Multimodal Generation

  36. SICAGE: Speaker-Independent Culture-Aware Gesture Generation using TED4C-L Dataset

    Jun 29, 2026Ariel Gjaci, Antonio Sgorbissa, Vittorio MurinoCo-Speech Gesture GenerationMultimodal Generation

  37. COMPASS: Grounding Composition-Intent Guidance in Unified Multimodal Models

    Jun 27, 2026Ziqi Zhou, Weize Quan, Mining Tan +6Multimodal Generation

  38. Ask, Solve, Generate: Self-Evolving Unified Multimodal Understanding and Generation via Self-Consistency Rewards

    Jun 25, 2026Ritesh Thawkar, Shravan Venkatraman, Omkar Thawakar +5Multimodal GenerationLarge Multimodal Models

  39. Unison: Benchmarking Unified Multimodal Models via Synergistic Understanding and Generation

    Jun 25, 2026Jinyu Liu, Xincheng Shuai, Henghui Ding +1Multimodal GenerationUnison

  40. Navigating User Behavior toward Personalized Multimodal Generation

    Jun 23, 2026Hengji Zhou, Yufeng Liu, Ye Liu +3Multimodal GenerationUsers

  41. TailorMind: Towards Preference-Aligned Multimodal Content Generation

    Jun 22, 2026Hengji Zhou, Ye Liu, Yufeng Liu +3Multimodal GenerationUnified Generative Framework

  42. DataClaw0: Agentic Tailoring Multimodal Data from Raw Streams

    Jun 19, 2026Cong Wan, Zeyu Guo, Zijian Cai +6Multimodal Instruction TuningMultimodal Generation

  43. Odoriko: A Shape-Aware Multimodal Diffusion Framework for Human Motion

    Jun 19, 2026Dongseok Shim, Julian Tanke, Kengo Uchida +5Human Motion GenerationMultimodal Generation

  44. TriMotion: Modality-Agnostic Camera Control for Video Generation

    Jun 18, 2026Seunghyun Shin, Jifei Song, Wooseok Jeon +2Camera ControlHuman Motion Generation

  45. Unified Multimodal Autoregressive Modeling with Shared Context-Visual Tokenizer is Key to Unification

    Jun 16, 2026Wujian Peng, Lingchen Meng, Yuxuan Cai +7Multimodal GenerationUnison

  46. MUNI: Multimodal Unified Latent Diffusion for Coherent Any-to-Any Generation

    Jun 15, 2026Kyeongmin Yeo, Yunhong Min, Minhyuk SungMultimodal GenerationLatent Diffusion Model

  47. UniDDT: Unifying Multimodal Understanding and Generation with Decoupled Diffusion Transformer

    Jun 15, 2026Shuai Wang, Liang Li, Yang Chen +3Multimodal GenerationDiffusion Transformers

  48. Mitigating Visual Hallucinations in Multimodal Systems through Retrieval-Augmented Reliability-Aware Inference

    Jun 14, 2026Pratheswaran Hariharan, Haiping Xu, Donghui YanVisual HallucinationsVisual Evidence

  49. AudioX-Turbo: A Unified Framework for Efficient Anything-to-Audio Generation

    Jun 10, 2026Zeyue Tian, Lei Ke, Zhaoyang Liu +8Multimodal GenerationDistribution Matching Distillation

  50. Findings of the MAGMaR 2026 Shared Task

    Jun 10, 2026Alexander Martin, Dengjia Zhang, Joel Brogan +7Multimodal Retrieval Augmented GenerationMultimodal Retrieval

  51. VideoWeaver: Evaluating and Evolving Skills for Agentic Long Video Generation

    Jun 6, 2026Jianhui Wei, Jie Tan, Hengchuan Zhu +6Agentic Video GenerationLong Video Understanding

  52. Decoupling Semantics and Logic: A Training-Free Coarse-to-Fine Pipeline for Video Retrieval-Augmented Generation

    Jun 6, 2026Jiaxin Dai, Zehang Wei, Jiamin Yan +1Multimodal Retrieval Augmented GenerationAgentic Video Generation

  53. Where Should Knowledge Enter? A Layered Framework for Knowledge Infusion in Multimodal Iterative Generative Model

    Jun 4, 2026Renjith Prasad, Chathurangi Shyalika, Anushka Pawar +2Multimodal GenerationGenerative Processes

  54. LoomVideo: Unifying Multimodal Inputs into Video Generation and Editing

    Jun 4, 2026Jianzong Wu, Hao Lian, Jiongfan Yang +12Cinematic Video GenerationMultimodal Generation

  55. UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation

    Jun 2, 2026Zeyuan Yang, Hao-Wei Chen, Xueyang Yu +5Text-To-Image Diffusion ModelsMultimodal Generation

  56. Foley-Omni: A Unified Multimodal Generation Model from Task-Level Audio Synthesis to Complete Video Soundtrack Generation

    Jun 2, 2026Ye Tao, Lupeng Liu, Xuenan Xu +6Joint Audio-Video GenerationAudio Generation and Processing

  57. ViMax: Agentic Video Generation

    Jun 2, 2026Lingxuan Huang, Sizhe He, Hengji Zhou +3Agentic Video GenerationVisual Storytelling

  58. Compliance-Scored Best-of-N Guardrail Orchestration for Multimodal Document Generation in Payments Dispute Defense

    Jun 1, 2026Nataraj Agaram Sundar, Tejas MorabiaComplianceStreaming Guardrails

  59. ProductWebGen: Benchmarking Multimodal Product Webpage Generation

    May 31, 2026Zhihong Liu, Siqi Kou, Zheng Li +5Multimodal GenerationQuery Image

  60. DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation

    May 30, 2026Zining Liu, Yunhai Hu, Tianhua Xia +4Speculative DecodingAutoregressive Generation