Generative Models

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Period ending 2026-09-21

28 new papers

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Period ending 2026-09-14

26 new papers

A weekly snapshot of new work published in Generative Models.

Period ending 2026-09-07

31 new papers

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1,168 papers

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  1. Generator-Guided Inverse Sampling for Lévy-Driven Generative Models

    Aug 11, 2026Tianfu Qi, Jun Wang, Jun ZhangStochastic Differential EquationsGenerative Models

  2. MRIComp4Flow: Compression of 3D Brain MRI for Training Multi-Modal Generative Models

    Aug 10, 2026Lisa K. Fischer, Mykhailo Riabets, Daniel Rueckert +3Brain Magnetic Resonance ImagingGenerative Image Compression

  3. Evaluating Generative Time-Series Models on Data with Point Masses

    Aug 10, 2026Jian XuSynthetic Time SeriesDeterminantal Point Process

  4. Open Evaluation Agent: Efficient and Promptable Evaluation of Visual Generative Models

    Aug 10, 2026Shulin Tian, Ziqi Huang, Fan Zhang +3Agentic EvaluationsVisual Generation

  5. TCS-BENCH: Benchmarking State-of-the-Art Generative AI Theoretical Computer Science Research Ability

    Aug 10, 2026Vincent Cohen-Addad, Dimitris Paparas, Ernest van Wijland +13Benchmarking Large Language ModelsReasoning Benchmark

  6. Renormalising Generative Models for Active Inference: Foundations, Derivations, and Verification

    Aug 10, 2026Karim Zaghw, Andrew Pashea, Marc Pritsch +3Generative ModelsDerivations

  7. Flow-based conditional cardiac anatomy generation for virtual cohorts

    Aug 10, 2026Konstantinos Kevopoulos, Beatrice Moscoloni, Benjamin Alheit +4Cardiac MotionGenerative Models

  8. Agentic Router: An Execution-Grounded Continual Learning Approach With Memory

    Aug 10, 2026Yuxuan Chen, Rongpeng Li, Zhifeng Zhao +3Qwen3Data Generation

  9. A Probabilistic Circuit-Induced Pseudo-Metric for Out-of-Distribution Detection

    Aug 10, 2026Bhumika K, Vidhya S, Narayanan C KrishnanOut-Of-Distribution DetectionIn-Distribution

  10. Model the Edit, Not the Image: Visual Autoregressive Editing from a Source-Centric Perspective

    Aug 10, 2026Hongyi Fang, Chuwen Xie, Benjia Zhou +6Diffusion EditingVisual Autoregressive Models

  11. AI Evaluation Should Measure Verification Cost, Not Correctness Alone

    Aug 9, 2026Viviana Crescitelli, Generoso Immediato, Fabio Persia +1Artificial Intelligence EvaluationVerifier

  12. Population-Level Generative Modeling for Ranking Data

    Aug 9, 2026Zhaoyang ShiGenerative ModelsSynthetic Data

  13. Tropical Cyclone Forecasting via Latent Rectified Flow using Satellite Imagery and Atmospheric Fields

    Aug 8, 2026Meheru Zannat, Sk. Md. Masudul AhsanNumerical Weather PredictionPrecipitation

  14. Staying True to the Origin: Continuous Image Stylization with Smooth Transitions

    Aug 8, 2026Rui Xu, Hanmo Zhang, Songhua LiuPhotorealistic Style TransferStylization

  15. Generative Models: Principles, Architectures, and Applications

    Aug 8, 2026Jun LuGenerative Artificial IntelligenceGenerative Models

  16. Second Order Drifting Models

    Aug 8, 2026Drake Brown, Yuhao Huang, Shih-Hsin Wang +1Generative ModelsOrder

  17. Leveraging generative models to assist Monte Carlo sampling

    Aug 7, 2026Marylou GabriéGenerative ModelsStatistical Mechanics

  18. Flow-Corrected Shape Optimization: Taming Manifold Drift in High-Dimensional 3D Models

    Aug 7, 2026Emilien Seiler, Nicolas Talabot, Yingxuan You +2Information-Geometric Optimization3D Models

  19. Representation-driven Endoscopic Visual Embedding Alignment for Latent Generation

    Aug 7, 2026Francisco Caetano, Tim J. M. Jaspers, Haiko Middeljans +7Video Capsule EndoscopyMedical Image Generation

  20. NiyamAI - An Intent-Bound AI Agent with Cryptographically Verifiable Guardrails using Zero-Knowledge Proofs

    Aug 7, 2026Aditya Katkar, Om Karkele, Kartik Mandhane +2Artificial Intelligence SafetyLarge Language Model Safety

  21. How Molecular Generative Models Organize Molecular Identity

    Aug 7, 2026Raul Ortega-Ochoa, Tejs Vegge, Jens S. Bakander +3Molecular GenerationVast Chemical Space

  22. Ask-E: An Environment for Calibrated Question Generation

    Aug 7, 2026Sarah Pratt, Jae Sung Park, Scott Geng +1Math ProblemsData Generation

  23. Explore or Converge? Stage-Guided Per-Step Optimization for Diffusion Models

    Aug 7, 2026Renye Yan, Jikang Cheng, You Wu +4Preference AlignmentGenerative

  24. iARCS: Iterative Agentic RL for Controllable 3D Scene Generation

    Aug 6, 2026Saugat Adhikari, Ashok Prasad Neupane, Pramish Paudel +23D ScenesGenerative Framework

  25. Kastor: An efficient fine-tuning strategy for generative emulation of PDE simulations

    Aug 6, 2026Guillaume Couairon, Alexis Jacq, Yu-Han Wu +4EmulatorsAccurate Surrogate Models

  26. Energy-Guided Flow Matching

    Aug 6, 2026Haoyang Tong, Yu He, Fang Li +6Hierarchical Flow MatchingLarge-Scale Image Generation

  27. KVAE: Family of Tokenizers for Multimodal Generative Models

    Aug 6, 2026Andrey Shutkin, Denis Parkhomenko, Ivan Kirillov +11Visual TokensGenerative Models

  28. FarSky: Task-Aware Latent-Space Coupling for Generative Intra-Hour Solar Forecasting

    Aug 6, 2026Yann Fabel, Bijan Nouri, Milon Miah +4Energy ForecastingGenerative

  29. Engram-E2VID: Reference-Based Event-to-Video Reconstruction via Generative Activation of Appearance Engrams

    Aug 6, 2026Feiyu Ji, Xiang Li, Hao Ma +6Structure-From-MotionPre-Trained Video Diffusion Models

  30. A Foundational EDM2-Based Generative Model for High-Resolution Synthetic Fetal Ultrasound Imaging from Open Datasets

    Aug 5, 2026Harvey Mannering, Yilin Zhang, Ziao Liu +3Prenatal UltrasoundMedical Image Generation

  31. Marginal Matching Does Not License Factorized Sampling: Auditing Conditional Style Leakage in Factorized Generative Models

    Aug 5, 2026Duong Bach, Hai Nguyen Hong, Cuong DoGenerative ModelsConditional Distribution

  32. Intrinsic-Hybrid Latent Diffusion Models for Generative Modeling on Unknown Manifolds

    Aug 5, 2026Yizhu Wang, Mu Niu, Xiaochen YangIdentity-Conditioned Latent Diffusion ModelsLatent Diffusion Model

  33. Rethinking Pixel Mean Flows via Interval Denoiser

    Aug 5, 2026Alexander Zaytsev, Dmitry Baranchuk, Alexander Korotin +1Image DenoisingOptical Flow

  34. Coupled Continuous-Discrete Generation for Scene Text Image Super-Resolution

    Aug 5, 2026Axi Niu, Knag Zhang, Qingsen Yan +3Generative Super-ResolutionMultimodal Transformers

  35. Generative Optimization for Incentivized Advertising with Global Level Constraints

    Aug 5, 2026Gege Chen, Ning Luo, Hao Jiang +7IncentivesConstrained Reinforcement Learning

  36. The Fairness Collapse Phenomenon: Bias Amplification in Language Models Trained on Synthetic Data

    Aug 4, 2026Irina Proskurina, Antoine Gourru, Julien VelcinLarge Language Model BiasSynthetic Data

  37. AI-Based Sound Effect Generation: A Narrative Review of Generative Models Across Input Modalities

    Aug 4, 2026Sandy Abdo, Bill Kapralos, Priyamvada Tripathi +2Joint Audio-Video GenerationGenerative Artificial Intelligence

  38. Long-term Traffic Scene Prediction via Polynomial Representations in Autonomous Driving

    Aug 4, 2026Yue YaoAutonomous DrivingAccurate Traffic Forecasting

  39. GraspMeanFlow: SE(3)-Equivariant MeanFlow for Few-Step 6-DoF Grasp Generation

    Aug 4, 2026Jiyong Kwon, Yikun Bai, Amirhossein Mollaali +1Grasp GenerationGrasps

  40. UniGD: A Unified Generative-Discriminative Framework for Industrial Retrieval

    Aug 4, 2026Shujie Ji, Yawei Kong, Yilin Zhao +3AdsRelevance

  41. Internalizing Academic Writing Workflows for Introduction Generation via Struct-Aware Policy Learning

    Aug 4, 2026Meicong Zhang, Tiancheng Su, Jiahao Cheng +3WritingData Generation

  42. Getting the Parameters Right: A Difficulty-Graded Benchmark and Probe-Guided Training for LLM Tool Calls

    Aug 4, 2026Guoyao Yu, Xiaoqing Sun, Ziqi Huang +13Large Language Model CallsLarge Language Model Agents

  43. Federated generative event models for tokenized electronic health records

    Aug 3, 2026Michael C. Burkhart, Luke Solo, Inhyeok Lee +8Electronic Health Record Foundation ModelsElectronic Health Records

  44. AURORA-LM: Autoencoding Unified Representation for Continuous-Latent Diffusion Language Modeling

    Aug 3, 2026Jiajun Liang, Yucheng Liao, Yukang Cao +12Diffusion Language ModelsMultimodal Diffusion Transformers

  45. A Taxonomy of Cognitive Capability Gaps in Generative and Agentic AI

    Aug 3, 2026Taye Akinrele, Sindhuja Penchala, Noorbakhsh Amiri Golilarz +2Cognitive SciencePersistent State

  46. Private Generative Bootstrap via Blocking

    Aug 3, 2026Jinwon Sohn, Veronika RočkováDifferential PrivacyMultiplier Bootstrap

  47. Predictive Set Theory: A Generative Framework for Cognitive Architecture with Operationalized Core Mechanisms

    Aug 3, 2026Yiyang YuPredictive CodingCognitive Science

  48. GeoCore-9B: Towards Geo-Aware Generative Foundation Models in Earth Observation

    Aug 3, 2026Jeonghyeok Do, Munchurl KimEarth ObservationGeoquery

  49. G-Skin: Learning to Bind 3D Gaussians with Generative Visual Priors

    Aug 3, 2026Yuxin Yao, Kendong Liu, Shiqi Zhou +23D GaussianFeed-Forward 3D Gaussian Reconstruction

  50. Generative AI and Foundation Models in Medical Image

    Aug 3, 2026Masahiro OdaGenerative Artificial IntelligenceMedical Image Generation

  51. Generative Brownian Bridge Diffusion In Motion Space For Enhanced Myocardial Strain Analysis

    Aug 3, 2026Rishov Paul, Frederick H. Epstein, Miaomiao ZhangCardiac Magnetic Resonance ImagingGenerative Models

  52. UDT: Reconciling U-Nets and Diffusion Transformers with Data-Adaptive Token Reduction

    Aug 2, 2026Junno Yun, Yaşar Utku Alçalar, Mehmet AkçakayaMultimodal Diffusion TransformersU-Net

  53. ArabicDialectSafety: A Dialect-Aware Benchmark for Arabic Content Safety Classification

    Aug 2, 2026Wajdi Zaghouani, Md. Rafiul Biswas, Kholoud Khalil Aldous +1Arabic Natural Language ProcessingArabic

  54. Hermite Curves as Trajectory Priors for Vision-Language-Action Models

    Aug 2, 2026Qi Lv, Jianming Xing, Zhao Yang +5Vision-Language-Action ModelsAction Chunks

  55. One-Sided Quantile Coupling for Flow Matching

    Aug 2, 2026Jin-Young Kim, So-Yoon Cho, Hyun-Gyoon KimGenerative ModelsMini-Batch Stochastic Gradient Descent

  56. CN101 - A Digital Thermodynamic Computer for Generative AI

    Aug 1, 2026Lars Holdijk, Denis Melanson, Zier Mensch +14ThermodynamicsGenerative Artificial Intelligence

  57. Generated Images Are Easier to Forget: A Machine Unlearning Perspective for Synthetic Image Detection

    Aug 1, 2026Jun Nie, Yonggang Zhang, Tongliang Liu +3Synthetic Image DetectionVision Datasets

  58. Where Does Generative Difficulty Reside? An Empirical Study of Target Representations

    Aug 1, 2026Marcel Plocher, Bernhard Schölkopf, Andreas Geiger +1Image GenerationGenerative

  59. Generative Models for Modeling and Synthesizing MIMO Channels in Adverse Weather Conditions

    Jul 31, 2026Vignesh Nandakumar, Faraz Barati, Brian L. EvansChannel State InformationChannel Modeling

  60. Safe Vision Language Action Models via Barrier Enhanced Flow Matching

    Jul 31, 2026Kasra Sinaei, Hung-Chieh Wu, Donald EbeigbeControl Barrier FunctionsPretrained Vision-Language-Action