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. DivRL: Disentangled Self-Similarity Rewards for Diverse Subject-Driven Generation

    Jun 22, 2026Qian Wang, Zhenyu Li, Abdelrahman Eldesokey +1Large-Scale Image GenerationDiversity

  2. Catastrophic Compositional Generation: Why Vanilla Diffusion Models Fail to Extrapolate

    Jun 22, 2026Duncan Soiffer, Chandler Squires, Yuan Guan +2Discrete Diffusion ModelGenerative Models

  3. MGI: Member vs Generated Inference

    Jun 22, 2026Bihe Zhao, Michel Meintz, Juangui Xu +2Membership InferenceGenerative Models

  4. dVLA-RL: Reinforcement Learning over Denoising Trajectories for Discrete Diffusion Vision-Language-Action Models

    Jun 22, 2026Yuhao Wu, Yitian Liu, Weijie Shen +13Vision-Language-Action ModelsGenerative Models

  5. A Generative Model for Closed-Loop Microsimulation of Signalized Intersections

    Jun 22, 2026Yash Ranjan, Rahul Sengupta, Anand Rangarajan +1Microscopic Traffic SimulationsTrajectory Prediction

  6. Ocean4D: Generative Underwater 4D Reconstruction via Medium-Aware Video Diffusion

    Jun 22, 2026Yuqiang Huang, Yuxi Wang, Junyu Dong +1Underwater Image Enhancement4D Reconstruction

  7. Substitution-Based Analysis of Structural Novelty for Generative Models of Materials

    Jun 22, 2026Masahiro Negishi, Aron WalshCrystal StructureCrystal

  8. The Impact of VAE Design on Latent Pose Representations for Diffusion-based Sign Language Production

    Jun 22, 2026Guilhem Fauré, Mostafa Sadeghi, Sam Bigeard +1Variational AutoencoderLatent Space

  9. One-Step Flow Matching for Generative Modeling of Path-Dependent Physical Fields

    Jun 22, 2026Yijing Zhou, Jasmin JelovicaGenerative ModelsConditional Flow Matching

  10. Generative Robust Optimisation

    Jun 21, 2026Yuhui Yin, Vassilis M. CharitopoulosRobust OptimizationGenerative Models

  11. Gen2Balance: Generative Balancing for Long-Tailed Video Action Recognition

    Jun 21, 2026Prajwal Gatti, Simon Jenni, Fabian Caba Heilbron +1Open-Vocabulary Action RecognitionVideo Dataset

  12. On the Sparsity-Storage-Accuracy Tradeoff in Parsimoniously Activated Dictionary Learning

    Jun 21, 2026Zihui Zhao, Yuanbo Tang, Yang LiUnsupervised Dictionary LearningSparsity

  13. Encoder-Decoder Manifold Alignment for Idempotent Generation

    Jun 21, 2026Dareen Alharthi, Abdul Waheed, Bhiksha RajGenerative ModelsManifolds

  14. Patched Flow Matching: Generative Wall-Pressure Reconstruction Beyond Training-Domain Scales from Sparse Sensors

    Jun 20, 2026Meet Hemant Parikh, Yi Liu, Jian-Xun WangTurbulenceGenerative

  15. Distilling a Modular Reservoir Through a Genomic Bottleneck

    Jun 20, 2026Mani Hamidi, Sina Khajehabdollahi, Charley M. Wu +1Reservoir ComputingRecurrent Neural Networks

  16. Causal Variational Deep Embedding: A Family of Interventional Generators for Confounded Images

    Jun 19, 2026Jingyuan Chen, Kangrui Ruan, Junzhe ZhangVariational AutoencoderLatent Confounders

  17. TACO: Task-Aware Column Description Generation Using LLMs

    Jun 19, 2026Ting Cai, Rakesh R. Menon, Yiru Chen +8Tabular DataText-To-Sql

  18. Unsupervised Disentanglement Without Compromises : How Functional Orthogonality Enforces Identifiability

    Jun 19, 2026Mathieu Cyrille Simon, Pascal Frossard, Christophe De VleeschouwerIdentifiabilityOrthogonality

  19. Intrinsic Flow Matching on Quantum Pure-State Manifolds with Phase-Aligned Transport

    Jun 19, 2026Jian Xu, Delu Zeng, John Paisley +1Hierarchical Flow MatchingEntanglement

  20. Fara-1.5: Scalable Learning Environments for Computer Use Agents

    Jun 18, 2026Ahmed Awadallah, Sahil Gupta, Yash Lara +12Computer-Use AgentsData Generation

  21. The FID Lottery: Quantifying Hidden Randomness in Generative-Model Evaluation

    Jun 18, 2026Nicolas Dufour, Alexei A. Efros, Patrick PérezFréchet Inception DistanceGenerative Models

  22. FreeStyle: Free Control of Style-Content Dual-Reference Generation from Community LoRA Mining

    Jun 18, 2026Jinghong Lan, Wei Cheng, Yunuo Chen +10Photorealistic Style TransferLarge-Scale Image Generation

  23. The Significance of Style Diversity in Annotation-Free Synthetic Data Generation

    Jun 18, 2026Zahra Abbasiantaeb, Zeno Belligoli, Omar Essam +1Synthetic DataConversational Datasets

  24. Through the PRISM: Preference Representation in Intermediate States of Video Diffusion Models

    Jun 18, 2026Haoxuan Wu, Lai Man Po, Mengyang Liu +3Pre-Trained Video Diffusion ModelsPrism

  25. TriFlow: Generating Artist-Like 3D Mesh Topology via Nearest-Vertex Vector Fields

    Jun 18, 2026Haoxuan Li, Ziya Erkoç, Daniele Sirigatti +4MeshesTopological Data Analysis

  26. Pixel-Level Residual Diffusion Transformer: Scalable 3D CT Volume Generation

    Jun 18, 2026Zhenkai Zhang, Markus Hiller, Krista A. Ehinger +13D Latent Diffusion ModelVoxel

  27. FrozenDrive: Zero-Shot Text-Guided Driving Scene Generation and Data Augmentation with Parameter-Free Frozen Diffusion Model

    Jun 18, 2026Yuhwan Jeong, Hyeonseong Kim, Daehyun We +5Autonomous DrivingSynthetic Data Augmentation

  28. Stitching and dimensionality effects on large artificially generated volume datasets

    Jun 18, 2026Lucas von Chamier, Jan Philipp Albrecht, Dagmar Kainmüller3D Latent Diffusion ModelGenerative Models

  29. Residual-Space Evolutionary Optimization via Flow-based Generative Models

    Jun 18, 2026Zhuo Cao, Lena Krieger, Fernanda Nader +3Diffusion EditingGenerative Models

  30. Source-Grounded Data Generation for Text-to-JSON Learning

    Jun 18, 2026Sunghee Ahn, Guijin Son, Youngjae YuSpreadsheetsData Generation

  31. An Information Theoretic Framework for Graph Novelty Generation via Latent Mixture Modeling

    Jun 18, 2026Itsuki Nakagawa, Kenji YamanishiGraph Representation LearningGenerative Models

  32. Grounded Inference: Principles for Deterministically Encapsulated Generative Models

    Jun 18, 2026Marty O'NeillGenerative Artificial IntelligenceGenerative Models

  33. RIVET: Robust Idempotent Voice Attribute Editing

    Jun 17, 2026Dareen Alharthi, Bhuvan Koduru, Rita Singh +1Speaker IdentityGenerative Models

  34. Calibrating Generative Models to Feature Distributions with MMD Finetuning

    Jun 17, 2026Nathaniel L. Diamant, Brian L. TrippeMolecular GenerationGenerative Models

  35. Physics-IQ Verified

    Jun 17, 2026Tim Rädsch, Yuki M Asano, Hilde Kuehne +4Large-Scale Video Generation ModelsGenerative Models

  36. DiffusionVS: A Generative Framework for Robust Visual Servoing Based on Diffusion Policy

    Jun 17, 2026Hongkang Cui, Rui He, Haoyao ChenVisual ServoingVisuomotor Policy

  37. Dual-Channel Grounded World Modeling (DCGWM): Structural Prevention of Objective Interference Collapse via Heterogeneous External Grounding with Inward-Only Gradient Flow

    Jun 17, 2026Akshay HazareJoint-Embedding Predictive ArchitecturesWasserstein Gradient Flows

  38. MolmoMotion: Forecasting Point Trajectories in 3D with Language Instruction

    Jun 17, 2026Jianing Zhang, Chenhao Zheng, Yajun Yang +10Human Motion Prediction3D Motion

  39. Concept Modulation Models: A Unified Framework for Identifiability and Extrapolation

    Jun 16, 2026Soheun Yi, Yizhou Lu, Chandler Squires +1Latent VariableIdentifiability

  40. Volterra Generative Models

    Jun 16, 2026Yusen Jia, Bingyan HanScore-Based Diffusion ModelGenerative Models

  41. Position: Coding Benchmarks Are Misaligned with Agentic Software Engineering

    Jun 16, 2026Maria I. Gorinova, Macey Baker, Amy Heineike +3Coding AgentsSoftware Engineering

  42. BrainWorld: A Structural-Prior-Conditioned Generative Model for Whole-Brain 4D fMRI Dynamics

    Jun 16, 2026Junfeng Xia, Wenhao Ye, Junxiang Zhang +3Human Brain Networks4D Generation

  43. Perron--Frobenius Operator Matching for Generative Modeling

    Jun 16, 2026Shiqi Zhang, Wuwei Wu, Jaemin Oh +2Generative ModelsBregman Divergences

  44. Pulling The REINS: Training-Free Safety Alignment of Video Diffusion Models via Representation Steering

    Jun 15, 2026Rohit Kundu, Arindam Dutta, Sarosij Bose +2Pre-Trained Video Diffusion ModelsInference-Time Defense

  45. Unified Motion-Action Modeling for Heterogeneous Robot Learning

    Jun 15, 2026Yunhao Cao, Shitong Liu, Chao Feng +4Visuomotor ControlRobot Systems

  46. Decision-Weighted Flow Matching for Contextual Stochastic Optimization

    Jun 15, 2026Jize Xie, Haomiao Wu, Qiang Chen +2Conditional Flow MatchingStochastic Optimization

  47. Diffusion Flow Matching: Dimension-Improved KL Bounds and Wasserstein Guarantees

    Jun 15, 2026Marta Gentiloni Silveri, Giovanni Conforti, Alain DurmusWasserstein Gradient FlowsGenerative Models

  48. Generative Modeling on Metric Graphs via Neural Optimal Transport

    Jun 15, 2026Alessandro Micheli, Yueqi Cao, Anthea Monod +1Optimal TransportGenerative Models

  49. Prediction of Runtime Parameters of Parallel Chemistry Applications via Active and Generative Learning

    Jun 15, 2026Tanzila Tabassum, Omer Subasi, Ajay Panyala +5Computational ChemistryMachine Learning

  50. Graphical conditional generative modeling for digital twin modeling

    Jun 15, 2026Zongren Zou, Théo Bourdais, Ricardo Baptista +1Surrogate ModelsGenerative Models

  51. InvDesMobility: a reliability-gated first-principles feedback framework for closed-loop materials discovery

    Jun 15, 2026Wen-Kao Li, Ze-Feng Gao, Peng-Jie Guo +2Data-Driven Materials DiscoveryGenerative Inverse Design

  52. Interactor: Agentic RL oriented Iterative Creation for Ad Description Generation in Sponsored Search

    Jun 14, 2026Penghui Wei, Jiayu Wu, Chao Ye +3Natural Language DescriptionsData Generation

  53. Variational Test-time Optimization for Diffusion Synchronization

    Jun 14, 2026Hyunsoo Lee, Farrin Marouf Sofian, Kushagra Pandey +1Generative ModelsTest Time

  54. DenseControl: Instance-Level Controllable Synthesis of Dense Crowd Image

    Jun 14, 2026Juncheng Wang, Lei Shang, Wang Lu +2Large-Scale Image GenerationIndoor Scene Generation

  55. Agentic Retrieval and Reinforcement Learned Equation Chains: A Controlled Generation Framework for Complex and Novel Physics Word Problems

    Jun 14, 2026Tirthankar MittraGenerative FrameworkAgentic Retrieval

  56. Robots as Tokens: Unified Diffusion Transformer for Coordinated Multi-Robot Trajectory Generation

    Jun 14, 2026Ruofei Bai, Jie Chen, Yuxin Cai +3Multi-Robot Motion PlanningRobot Systems

  57. ST-DiffEye: Diffusion-based Continuous Gaze Generation via Joint Scanpath-Trajectory Modeling

    Jun 13, 2026Brian Nlong Zhao, Ozgur Kara, Junho Kim +1GazeGenerative Processes

  58. Structured Nonparametric Variational Inference for Dependent Latent Modeling

    Jun 13, 2026Yuda Shao, Zhiling Gu, Shan YuVariational InferenceLatent Variable

  59. PHINN: Persistent Homology Inspired Neural Network for Rare-Event Time Series Generation

    Jun 13, 2026Emre Yusuf, Ren Takahashi, Jayabrata BhaduriSynthetic Time SeriesGenerative Models

  60. The Reverse Telescoping Coordinate System for Positive Definite Matrices: Geometry, Computation, and Generative Modeling

    Jun 13, 2026Anindya BhadraGenerative ModelsOptical Flow