Generative Models

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Period ending 2026-09-21

28 new papers

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Period ending 2026-09-14

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Period ending 2026-09-07

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  1. GenSP: Consistent Spherical Parameterization via Learning Shape Generative Models

    Jul 1, 2026Sai Karthikey Pentapati, Shashank Gupta, Rajesh Sureddi +3SuperquadricsPopular Deformable Convolutions

  2. Watermarking for Proprietary Dataset Protection

    Jul 1, 2026John Kirchenbauer, Brian R. Bartoldson, Bhavya Kailkhura +1Membership InferenceWatermarking

  3. Generative Modeling of Quantum Distribution with Functional Flow Matching

    Jul 1, 2026Jaehoon Hahm, Tak Hur, Joonseok Lee +1Quantum Machine LearningConditional Flow Matching

  4. SNAP-FM: Sparse Nonlinear Accelerated Projection for Physics-Constrained Generative Modeling

    Jun 30, 2026Alaina Kolli, Theodoros Xenakis, Utkarsh Utkarsh +4Inequality ConstraintsGenerative Models

  5. GEAR: Guided End-to-End AutoRegression for Image Synthesis

    Jun 30, 2026Bin Lin, Zheyuan Liu, Chenguo Lin +8Autoregressive Image GenerationGenerative Models

  6. Amplifying Membership Signal Through Chained Regeneration

    Jun 30, 2026Wojciech Łapacz, Stanisław PawlakGenerative ModelsRegen

  7. InstanceControl: Controllable Complex Image Generation without Instance Labeling

    Jun 30, 2026Xiaoyu Liu, Huan Wang, Fan Li +4Large-Scale Image GenerationImage Generation

  8. Histogram-constrained Image Generation

    Jun 30, 2026Haoming Liu, Yuanhe Guo, Yijia Cao +2Large-Scale Image GenerationGenerative Models

  9. Introduction to Stochastic Differential Equations for Generative Machine Learning: A Variational Perspective

    Jun 30, 2026Ole Winther, Paul Jeha, Sander Dieleman +3Stochastic Differential EquationsFokker--Planck Equation

  10. Additive Causal Construction for Transferable and Reconfigurable Cross-System Learning in Multi-Source Image Fusion

    Jun 30, 2026Zhizhong Fu, Wei Zhou, Zhaoyang Jiang +5Visible Image FusionCausal Reasoning

  11. Zero-Shot Quantization for Object Detectors using Off-the-Shelf Generative Models

    Jun 30, 2026Hyunho Lee, Kyomin Hwang, Hyeonjin Kim +3QuantizerQuantization

  12. No Prompt, No Leaks: A Robust Generative Steganography Framework via Prompt-Free Diffusion

    Jun 30, 2026Jingwen Cai, Fen Xiao, Shuhua Deng +1SteganographyLatent Diffusion Model

  13. TDGT: A Tabular Data Generation Toolkit supporting adaptive GPU-accelerated Bayesian mixture models, diffusion-based models, and latent-space generative modeling

    Jun 30, 2026Vasileios C. Pezoulas, Nikolaos S. Tachos, Eleni Georga +3Synthetic Tabular DataSynthetic Data

  14. Motion Planning in Compressed Representation Spaces

    Jun 29, 2026Lukas Lao Beyer, Sertac KaramanMasked AutoencodersAutonomous Driving

  15. Off the Rails: Hijacking the Scoring Head in Generative End-to-End Driving Planners with Safety-Violating Adversarial Perturbations

    Jun 29, 2026Halima Bouzidi, Mboutidem Ekemini Mkpong, Haoyu Liu +1Autonomous DrivingDiffusion Planning

  16. The Fundamental Limits of Valid Transport Map Estimation

    Jun 29, 2026Sivaraman BalakrishnanOptimal TransportGenerative Models

  17. μμFlow: Leveraging Average Images for Improving Generalisation of Deepfake Faces Detectors

    Jun 29, 2026Orazio Pontorno, Mattia Litrico, Luca Guarnera +2Explainable Deepfake DetectionDeepfake Detection

  18. HSAP: A Hierarchical Sequence-aware Parallelism for Hybrid-Context Generative Models

    Jun 29, 2026Songxin Zhang, Zejian Xie, Zhuoyang Song +4ParallelSequence Modeling

  19. The Surprising Effectiveness of Video Diffusion Models for Hand Motion Reconstruction

    Jun 29, 2026Yuxi Wang, Chengkai Jin, Yufei Liu +63D HandPre-Trained Video Diffusion Models

  20. Beyond Drug Discovery: The Nanotechnology Molecular Optimization (NMO) Benchmark

    Jun 29, 2026Matthias Blaschke, Daniel Kienzle, Zsuzsanna Koczor-Benda +3Molecular OptimizationDrug Discovery

  21. Notes on generative modeling: flow matching, diffusion, optimal transport and Schr{ö}dinger bridge

    Jun 29, 2026Titouan VayerSchrödinger BridgesOptimal Transport

  22. HERO: Improving the Reliability and Sensitivity of Generative Model Evaluation Using Historical Data

    Jun 29, 2026Xinrui Ruan, Zhenyu Zhao, Waverly Wei +4Model EvaluationHuman Annotations

  23. Simplifying Flow Matching Transformations with Low-Rank Mixture Models

    Jun 29, 2026Liam A. Kruse, Houjun Liu, Alexandros E. Tzikas +2Normalizing FlowsConditional Flow Matching

  24. Attention Dynamics in Diffusion Models: A Visual Analytics Framework for Human-AI Collaboration

    Jun 28, 2026Yiran Xiao, George LegradyText-To-Image Diffusion ModelsGenerative Processes

  25. Beyond Trajectory Matching: Reflow with Marginal Distribution Alignment

    Jun 28, 2026Chen Wang, Peiran Yun, Pan Xie +1Progressive DistillationGenerative Models

  26. ScaleErasure: Inference-Time Minimal Intervention for Precise Concept Erasure in Next-Scale Autoregressive Image Generation

    Jun 28, 2026Cong Wang, Haiyu Wu, Zhiwei Jiang +4Autoregressive Image GenerationConcept Erasure

  27. HorizonRelight: Relighting Long-horizon Videos Consistently via Diffusion Transformers

    Jun 27, 2026Jing Yang, Mayoore Jaiswal, Zian Wang +4Image RelightingPre-Trained Video Diffusion Models

  28. When Can Conformal Risk Control Certify LLM Outputs? Bounds, Impossibility, and Adaptation for Structured Generation

    Jun 27, 2026Varun KotteConformal Risk ControlLarge Language Model Safety

  29. Perspectives on Latent Factor Indeterminacy and its Implications for Data Representation

    Jun 27, 2026Carel F. W. PeetersExploratory Factor AnalysisIntrinsic Dimensionality

  30. Generative Learning as a Tool to Improve Perception of Emotional Body Motion Expressions

    Jun 27, 2026Huakun Liu, Miao Cheng, Xin Wei +6Human Motion GenerationGenerative Models

  31. Constrained Tabular Diffusion for Finance

    Jun 27, 2026Michael Cardei, Jose M Munoz, Oscar Barrera +2Synthetic Tabular DataSynthetic Data

  32. Surrogate-Gated Generation and Foundation-Model Embeddings for Bayesian Materials Design

    Jun 26, 2026Sk Md Ahnaf Akif Alvi, Jan Janssen, Danny Perez +2Data-Driven Materials DiscoveryCrystal

  33. DeVAR: Low-Dose CT Denoising via Visual Autoregressive Modeling

    Jun 26, 2026Xizhuo Zhang, Yannian Gu, Zhongzhen Huang +2Low-Dose Computed TomographyImage Denoising

  34. MindFlow: Harmonizing Cognitive Semantics and Acoustic Dynamics for Facial Animation Generation in Dyadic Conversations

    Jun 26, 2026Hejia Chen, Haoxian Zhang, Xu He +4Facial AnimationFacial Expression Recognition

  35. GeoFace: Consistent Multi-View Face Generation with Geometry-Constrained Diffusion

    Jun 26, 2026Yeji Choi, Jinhyeok Choi, Jaewon Min +3Multi-View Diffusion ModelBlind Face Restoration

  36. Beyond MoCap: Scaling Motion Tokenizers with Synthetic Human Motion for Generative Modeling

    Jun 25, 2026Yiwen Yan, Wanning He, Yu-Wing TaiHuman Motion GenerationGenerative Models

  37. PolyFlow: Continuous Topology Embedding Flow Matching for Artist-style Mesh Generation

    Jun 25, 2026Chunshi Wang, Haohan Weng, Junliang Ye +9MeshesHierarchical Flow Matching

  38. Generative Models on Analog Hardware with Dynamics

    Jun 25, 2026Yu-Neng Wang, Sara AchourAnalogGenerative Models

  39. From Celebrities to Anyone: Characterizing AI Nudification Content, Technology, and Community Dynamics on 4chan

    Jun 25, 2026Chi Cui, Yixin Wu, Yang ZhangSocial DynamicsGenerative Models

  40. In-Context Model Predictive Generation: Open-Vocabulary Motion Synthesis from Language Models to Physics

    Jun 25, 2026Xiaomeng Fu, Junfan Lin, Yang Liu +4Indoor Scene GenerationPhysics Simulation

  41. DiffRGD: An Inference-Time Diffusion Guidance Through Riemannian Gradient Descent

    Jun 25, 2026Jia-Wei Liao, Li-Xuan Peng, Mei-Heng Yueh +3Generative Models

  42. Generative Retrieval via Diffusion Transformer with Metric-Ordered Sequence Training and Hybrid-Policy Preference Optimization

    Jun 25, 2026Chenghao Liu, Yu Zhang, Zhongtao Jiang +8Generative

  43. Anatomy-Guided Residual Motion Diffusion for Controllable 4D Cardiac MRI Synthesis

    Jun 25, 2026Yiheng Cao, Gustavo Andrade-Miranda, Jiatian Zhang +2Cardiac Magnetic Resonance ImagingMedical Image Generation

  44. Adversarial Diffusion Across Modalities: A Fusion Survey of Attacks, Defenses, and Evaluation for Text, Vision, and Vision-Language Models

    Jun 25, 2026Abrar Alotaibi, Moataz AhmedLanguage Model Evasion AttacksAdversarial Evaluation

  45. PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing

    Jun 25, 2026Shengbin Guo, Shaokang He, Chaoyue Meng +4Image EditingLarge-Scale Video Generation Models

  46. ProfileFoundry: A Synthetic Person-Object Substrate for Privacy, Memory, and Tool-Use Evaluation in LLM Agent

    Jun 24, 2026Sriram Selvam, Anneswa GhoshProfileSynthetic Data

  47. Sampling sea state using a diffusion model

    Jun 24, 2026Jiarong Wu, Bertrand Chapron, Laure ZannaOceanUrban Wind

  48. Closed-Loop Control with Rule-Aligned Small Language Models and Multi-Agent Self-Correction

    Jun 24, 2026Yuchen Wang, Javal Vyas, Tong Liu +1Closed-Loop ControlSmall Language Models

  49. Space-Efficient Language Generation in the Limit

    Jun 24, 2026Nicolas Flammarion, Chirag Pabbaraju, Hristo Papazov +2Context-Free GrammarsData Generation

  50. Concept Removal for Frontier Image Generative Models

    Jun 24, 2026Aditya Kumar, Pierre Joly, Adam Dziedzic +1Generative ModelsConcept Erasure

  51. Minimalist Preprocessing Approach for Image Synthesis Detection

    Jun 24, 2026Hoai-Danh Vo, Trung-Nghia LeSynthetic Image DetectionGenerative Models

  52. Structuring Sparsity: Block-Sparse Featurizers Capture Visual Concept Manifolds

    Jun 23, 2026Thomas Fel, Matthew Kowal, Mozes Jacobs +22Implicit Neural RepresentationsSparsity

  53. FreeStory: Training-Free Character Consistency for Free-Form Visual Storytelling

    Jun 23, 2026Sibo Dong, Ismail Shaheen, Sarah Adel BargalVisual StorytellingLlm-Generated Stories

  54. DiffusionBench: On Holistic Evaluation of Diffusion Transformers

    Jun 23, 2026Xingjian Leng, Jaskirat Singh, Zhanhao Liang +5Text-To-Image Diffusion ModelsMultimodal Diffusion Transformers

  55. MedPCFM: Improving Medical Point Cloud Completion by Integrating Point Transformers and Flow Matching

    Jun 23, 2026Kamil Kwarciak, Marek Wodzinski3D Latent Diffusion ModelGenerative Models

  56. MotifGen: Spatiotemporal interpolation of misaligned satellite images via multi-source generative modeling, in an application to tropical cyclones

    Jun 23, 2026Clément Dauvilliers, Claire MonteleoniPrecipitationSatellite Data

  57. Deep Learning Approaches for 3D Medical Scene Completion: From Geometric Modeling to Generative Paradigms

    Jun 23, 2026Afifa Khaled, Said Jadid Abdulkadir, Majdy Mohamed Eltayeb EltahirVoxel3D Gaussian

  58. A Time-Reparameterized Cumulative Intensity Extrapolation Sampler for Discrete Flow Matching

    Jun 23, 2026Feiyang Fu, Hehe FanSamplersConditional Flow Matching

  59. Universal Guideline-Driven Image Clustering via a Hybrid LLM Agent

    Jun 23, 2026Wenliang Zhong, Rob Barton, Lucas Goncalves +7Large-Scale Image GenerationImage Clustering

  60. Token-to-Token Alignment of Text Embeddings for Semantic Blending

    Jun 22, 2026Saar Huberman, Ron Mokady, Or Patashnik +1Video-Text AlignmentText-To-Image