Generative Models

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  1. Self-Consuming Generative Models with Co-Evolving Human Preferences

    Oct 7, 2026Xiukun Wei, Tian Xie, Ding Zhu +1Preference DatasetsGenerative Models

  2. Benchmarking Generative Trajectory Models for Active-Inference Control

    Oct 5, 2026Yulin Li, Mohsen A. Jafari, Andrea MattaGenerative Control PoliciesGenerative Models

  3. Fixed-point neural samplers on discrete spaces

    Oct 1, 2026Jiajun He, Denis Blessing, Mouyang Cheng +2Accelerated SamplingGibbs

  4. Discrete Wasserstein Flows for One-Step Generative Modeling

    Oct 1, 2026Alessandro Micheli, Andrea Zerio, Samir BhattWasserstein Gradient FlowsWasserstein Distance

  5. Feature Selective Model Collapse in Diffusion Models: Total Replacement versus Fixed-Budget Training

    Oct 1, 2026Hanna Malet, Gabriel TuriniciDiffusion ModelsCollapse

  6. Kernelized Activation Steering

    Oct 1, 2026Laziz U. Abdullaev, Minh-Hieu Pham, Bach Do +2Linear Activation SteeringModel Activations

  7. Bootstrapping Video Interaction Generation with Synthetic State Transitions

    Oct 1, 2026Jiho Jang, Jinyoung Kim, Nojun Kwak +1Human Motion GenerationGenerative Models

  8. Rethinking Data Augmentation under Covariate Shift: Invariant-Guided Diffusion and Prototype Reweighting

    Oct 1, 2026Hongyu Cao, Xinyuan Wang, Arun Vignesh Malarkkan +3Data AugmentationCovariate Shift

  9. Benchmarking Generative Models for Near-Surface Data Assimilation on Real Station Observations

    Sep 30, 2026Ruizhe Huang, Qidong Yang, Jonathan Giezendanner +1Data AssimilationEra5 Reanalysis Data

  10. Scaling Collider Event Generation with Residual-Quantized Tokens

    Sep 30, 2026Dan Godi, Dmitrii Kobylianskii, Eilam GrossGenerative ModelsCollision Prediction

  11. PhysVista: Benchmarking Physical Intelligence in VLMs via a Perception-Reasoning-Assessment Loop

    Sep 30, 2026Xinge Peng, Yiting Lu, Tianwu Zhi +4Multimodal ReasoningPerception Pipeline

  12. Generative Modeling of Stochastic Dynamics for Long-Time Evolution

    Sep 30, 2026Yang-yang Tan, Jinyang Li, Lingxiao WangStochastic DynamicsStatistical Physics

  13. One-Step Generative Modeling via Training Dynamics Action

    Sep 30, 2026Zhangyong Liang, Ying Huang, Haibin LingGenerative ModelsStudent-Generated Trajectories

  14. Multimodal Flow: Unified Flow Modeling of Language and Vision in Embedding Spaces

    Sep 30, 2026Hongyuan Tao, Xinggang Wang, Lianghui Zhu +7Multimodal PretrainingMultimodal Representations

  15. PrefPI: Preference-Guided Steering into Out-of-Distribution Behaviors

    Sep 30, 2026Seungeun Rho, Wontaek Kim, Danfei Xu +1Robot PoliciesSteering

  16. Fenchel Tilting: Weighted Correction for Efficient Finetuning of Generative Models

    Sep 30, 2026Maksim Bobrin, Maksim Zhdanov, Dmitry DylovGenerative Flow NetworksGenerative Models

  17. Amortized Bayesian Inference on Multilevel Models of Arbitrary Structure

    Sep 30, 2026Daniel Habermann, Andreas Bulling, Stefan T. Radev +1Bayesian InferenceGeneralized Linear Model

  18. PassGPT+: Leveraging Linguistic Priors for Password Modeling

    Sep 30, 2026Rajneesh Anand, Neeraj Lakshmanan, Masoud YariGenerative ModelsLinguistics

  19. BayesNDE: Bayesian Generative Modeling for Neural Density Estimation

    Sep 30, 2026Chenglin Li, Qiao LiuDensity Ratio EstimationBayesian

  20. Stable Transformers for Graph Generation

    Sep 30, 2026Luca Miglior, Alessio Gravina, Davide BacciuMultiplex Graph TransformersGenerative Models

  21. BAM! Bayesian Anything Model: a foundation model for generative computational imaging

    Sep 30, 2026Alessio Spagnoletti, Charlesquin Kemajou Mbakam, Jonathan Spence +2Generative ModelsVisual Priors

  22. CDMD: A Cross-Dataset Mixed-Type Diffusion Model for Tabular Data

    Sep 30, 2026Mohamed Amine Ketata, Maximilian Schambach, Stephan GünnemannSynthetic Tabular DataTabular Data

  23. Manifold-Constrained Initial Noise Optimization for Efficient Generative Model Alignment

    Sep 30, 2026Jinho Chang, Jong Chul YeDiffusion AlignmentGenerative Models

  24. Steepest Guidance: A Practical and Principled Approach to Inference-Time Alignment of Flow and Diffusion-based Models

    Sep 30, 2026Shokichi Takakura, Akifumi Wachi, Rei Higuchi +2Diffusion AlignmentDiffusion Models

  25. Learning Where to Steer: Noise-Space Geometry for Efficient Offline Multi-Objective Optimization with Generative Models

    Sep 30, 2026Yuan Lu, Esha Singh, Yi-An Ma +1Multi-Objective OptimizationPareto Frontier

  26. Online Evolution Strategy for Flow-Matching VLA Policies via Self-Supervised Trajectory Distribution Optimization

    Sep 30, 2026Gongxin Yao, Yongsheng Zhao, Jiayin Deng +4Flow-Matching Vision-Language-ActionFlow Policies

  27. Autoregressive Frontier Expansion: Growing Trees with Graph Machine Learning

    Sep 29, 2026Umer Gupta, Saku Peltonen, Martin RitzertHigh-Fidelity 3D GenerationGenerative Models

  28. Synthesis Without Training: An Inference-Only Pipeline for Tabular, Temporal, and Relational Synthetic Data

    Sep 29, 2026Zilong Zhao, Abdul Raheem, Jiayu Li +5Synthetic Tabular DataSynthetic Data

  29. Acceleration of Diffusion Language Model through Discrete Average Generator

    Sep 29, 2026Yidong Ouyang, Zhengyan Wan, Themis Haris +8Diffusion Language ModelsFew-Step Generation

  30. Do Music Generative Models Understand Musical Qualities? Automatic Music Evaluation with Model-Intrinsic Signals

    Sep 29, 2026Xiaosha Li, Chun Liu, Ziyu WangSymbolic Music GenerationRater

  31. PE-OPSD: Internalizing Prompt Enhancement into Flow-matching Models via On-Policy Self-Distillation

    Sep 29, 2026Mingfeng Lin, Chengfei Cai, Lin Xu +3Text-To-ImageGenerative Models

  32. Where Should Physics Enter a Molecular Crystal Generator?

    Sep 28, 2026Haocheng Tang, Junmei Wang, Wengong JinCrystal StructureCrystal Structure Prediction

  33. GeoVerse: World-Consistent Novel View Synthesis in Geometric Latent Space

    Sep 28, 2026Kerui Ren, Tao Lu, Linning Xu +5Novel View SynthesisGenerative Video Models

  34. Simplex Diffusion Models

    Sep 28, 2026Justin Deschenaux, Alexandre Galashov, Andrew Campbell +4Diffusion ModelsGenerative Models

  35. Improving Generative Model Self-Training with Geometrically Modified Outputs

    Sep 28, 2026Patrick Batsell, Thomas Walker, Richard BaraniukGenerative ModelsSelf-Supervised Learning

  36. SolveEdit: Benchmarking Visual Problem Solving in Generative Models

    Sep 28, 2026Wenjie Shu, Yexin Liu, Harold Haodong Chen +9Visual GenerationVisual Reasoning

  37. Weighting Schedules Govern What and When Score-Based Generative Models Learn from Multimodal Data

    Sep 28, 2026Jérémie Klinger, Raphaël Urfin, Giulio Biroli +1Generative ModelsLearning Dynamics

  38. Continuous Variational Synthesis

    Sep 28, 2026Alan N. Amin, Mattia G. Gollub, Andrei Slabodkin +2SynthesisGenerative Models

  39. Mixed-Prior Decision Risk for Open-Set Recognition

    Sep 28, 2026L. A. Erlygin, P. D. Proskura, A. A. ZaytsevOpen-Set RecognitionUncertainty Score

  40. FestDPO: Few-step Generator Alignment with Direct Preference Optimization

    Sep 28, 2026Jaewoo Lee, Kyuil Sim, Hyeongyu Kang +3Generative ModelsDiffusion Alignment

  41. Probabilistic Geodesic Flow Matching on Location-Scale Families

    Sep 28, 2026Zeyuan Yu, Zhi Chang, Shiwei LanRiemannian Flow MatchingDiscriminative Congruence Transform

  42. HALO: Enhancing Time Series Generation via Hyperspherical Latents and Masked AutoregRessive Modeling

    Sep 28, 2026Chunyi Hou, Xiangfei Qiu, Hanyin Cheng +2Time-Series GenerationAutoregressive Generation

  43. Livin' on a Prior: Likelihood Score Approximation for Inverse Problems

    Sep 28, 2026Rostislav Makarov, Tal Peer, Danilo de Oliveira +1Bayesian Inverse ProblemsInverse Problem

  44. Joint and Cross-Modal Video-Audio Generation and Editing: A Unified Formulation and Design Taxonomy

    Sep 28, 2026Abhinav Sharma, Sai Karthik Navuluru, Wang Wei +21Audio-Video GenerationAudio-Visual Consistency

  45. ReGDiff: Guided Diffusion in Regulated Latent Space for Exploring Metamaterial Voxel Geometry

    Sep 28, 2026Wangzhi Zhan, Jianpeng Chen, Dongqi Fu +1MetamaterialsVoxel

  46. StatD2GAN: When Calibration Masks Generator Quality in Held-Out Evaluation of Synthetic Weather Sequences

    Sep 27, 2026Mustafa Ozaytac, Ozge Karadag AtasConditional GansGenerative Adversarial Network

  47. Safety Reconstructed: Generative Modeling via Masked Diffusion Builds Strong Safety Guardrails

    Sep 27, 2026Gert Lek, Abele Malan, Chaoyi Zhu +3Large Language Model SafetyMasked Diffusion Language Models

  48. OOD Generalization as a Bifurcation Problem

    Sep 27, 2026Nguyen-Thanh-Luong Doan, Quang-Vu Nguyen, Tang-Phu-Quy Le +1Generative ModelsOut-Of-Distribution

  49. Source Anchoring for Physical Consistency in Flow Matching Models

    Sep 27, 2026Giulia Romoli, Filippo Ruffini, Paolo SodaConditional Flow MatchingGenerative Models

  50. Pulseflow: PPG Counterfactual Generation Via Latent Transport

    Sep 27, 2026Hung Manh Pham, Dong Ma, Bin Zhu +1Remote PhotoplethysmographyGenerative Models

  51. Concept Score Relearning: A Unified Cross-Architecture Attack on Concept Erasure

    Sep 27, 2026Hong Xi Tae, Jiaming Zhang, Wenwen He +2Concept ErasureText-To-Image Diffusion Models

  52. ChronoFlow: Hierarchical Flow Matching for Irregular Time Series Generation

    Sep 27, 2026Changhun Kim, Sunguk Jang, Jeongjun Lee +5Time-Series GenerationTime Series

  53. Relative Mismatch: Local-Reference Calibration of Feature-Space Flows for Anomalous Sound Detection

    Sep 24, 2026Anbai Jiang, Xinhu Zheng, Lvxin Xu +6Sound Event DetectionUnsupervised Detection

  54. Spot, Separate, and Enhance: Fully Generative Approach for Audio Mixing

    Sep 24, 2026Ilpo Viertola, Giulio Cengarle, Gouthaman KV +2Audio UnderstandingMix

  55. Distillation for Efficient Multitask Manipulation Policies via Conditional Flow Matching

    Sep 23, 2026Shreya Deshmukh, Imen Mahdi, Nick Heppert +1Robotic Manipulation PoliciesConditional Flow Matching