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

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Period ending 2026-09-07

31 new papers

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  1. On the Controllability-Fidelity Frontier in Diffusion Editing

    Jun 5, 2026Yi Hu, Leying Yi, Emily Davis +1Diffusion EditingControllability

  2. Generative Molecular Morphing for Flexible-Size Design via Unbalanced Optimal Transport

    Jun 5, 2026Malte Franke, Stefan P. Schmid, Zarko Ivkovic +2Molecular GenerationGenerative Models

  3. Explicit Evidence Grounding via Structured Inline Citation Generation

    Jun 5, 2026Anar Yeginbergen, Amelie Wührl, Anna Rogers +1CitationsExplanation Faithfulness

  4. Generative Models Erode Human Temporal Learning Through Market Selection

    Jun 4, 2026Wenjun CaoArtificial Intelligence AlignmentProcedural Knowledge

  5. Complexity-Balanced Diffusion Splitting

    Jun 4, 2026Noam Issachar, Dani Lischinski, Raanan FattalDiscrete Diffusion ModelGenerative Models

  6. 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

  7. A Conversational Framework for Human-Robot Collaborative Manipulation with Distributed Generative AI models

    Jun 4, 2026Arash Ghasemzadeh Kakroudi, Roel PietersHuman-Robot CollaborationGeneralizable Robotic Manipulations

  8. Cross-scale spatially-aware generative modeling of transcriptomic programs underlying neurodegenerative brain organization

    Jun 4, 2026Krishnakumar VaithianathanSpatial TranscriptomicsAlzheimer

  9. QueryAgent-R1: Bridging Query Generation and Product Retrieval for E-Commerce Query Recommendation

    Jun 4, 2026Dike Sun, Zheng Zou, Jingtong Zang +3ProductsRecommendation

  10. CoFi-UCGen: Coarse-to-Fine Unsupervised Conditional Generation without Label Priors

    Jun 4, 2026Shengxi Li, Zhaokun Hu, Ce Zheng +3Large-Scale Image GenerationHigh-Fidelity Conditional Generation

  11. SB-RF: Schrödinger Bridge Rectified Flow for One-Step Robust Speech Enhancement

    Jun 4, 2026Caixia Lu, Xueyang Lv, Penglong Hu +1Speech EnhancementRectified Flow

  12. The Role of Instructional Guidance in Generative AI-Assisted Learning: Empirical Evidence from Construction Engineering Education

    Jun 3, 2026Xiaoyu Hou, Bo Xiao, Hexu Liu +1Generative Artificial IntelligenceGenerative

  13. Do Models Share Safety Representations? Cross-Model Steering for Safe Visual Generation

    Jun 3, 2026Tobia Poppi, Silvia Cappelletti, Sara Sarto +5Visual GenerationGenerative Models

  14. Automatic Generation of Titles for Research Papers Using Language Models

    Jun 3, 2026Tohida Rehman, Debarshi Kumar Sanyal, Samiran ChattopadhyayHuman-Agent Collaborative Paper-To-PageAcademic Papers

  15. Dream.exe: Can Video Generation Models Dream Executable Robot Manipulation?

    Jun 3, 2026Rui Zhao, Kaiming Yang, Jifeng Zhu +6Large-Scale Video Generation ModelsExecutable Robot Behavior

  16. The Right Measure for Physics-Constrained Generation: A Co-Area Correction for Posterior-Consistent PDE Inverse Problems

    Jun 3, 2026Jian Xu, Yanning Wu, Delu Zeng +2Posterior SamplingIll-Posed Inverse Problem

  17. MeshWeaver: Sparse-Voxel-Guided Surface Weaving for Autoregressive Mesh Generation

    Jun 3, 2026Jiale Xu, Wang Zhao, Ying ShanMeshesVoxel

  18. CYGNET: Cypher Gate for Neural Execution Triage and Cost Containment

    Jun 3, 2026Nikodem TomczakSchemaComplex Query Answering

  19. Self-Evolving Deep Research via Joint Generation and Evaluation

    Jun 3, 2026Han Zhu, Chengkun Cai, Yuanfeng Song +3Deep ResearchSelf-Evolution

  20. Scaling Novel Graph Generation via Lightweight Structure-Guided Autoregressive Models

    Jun 2, 2026Alessio Barboni, Massimiliano Lupo Pasini, Bishal Lakha +1Graph RepresentationsGenerative Models

  21. Calibrating Overconfidence Without Sacrificing Confidence: Probe-Conditioned Head Intervention for LLMs

    Jun 2, 2026Ke Li, Chongzhe Zhang, Zifan Zeng +3OverconfidenceReadout

  22. DiffUNet^2: Bidirectional Prediction, Probabilistic Generation and Collaborative Visual Discovery for Scientific Data

    Jun 2, 2026Mengdi Chu, Jiaxin Yang, Angus G. Forbes +4Temporal DynamicsScientific Discovery

  23. PatchScene: Patch-based Voxel Diffusion for Large-Scale Scene Completion

    Jun 2, 2026Qingdong Xu, Jiajun Zhu, Shilin Zhu +4LidarDynamic Scene Reconstruction

  24. Bootstrap Your Generator: Unpaired Visual Editing with Flow Matching

    Jun 2, 2026Yoad Tewel, Yuval Atzmon, Gal Chechik +1Video EditingImage Editing

  25. Unified Video-Action Joint Denoising for Dexterous Action and Data Generation

    Jun 2, 2026Dingrui Wang, YuAn Wang, Jinkun Liu +4Human Motion GenerationPre-Trained Video Diffusion Models

  26. Qwen-Image-Flash: Rethinking the Training Recipe for Few-Step Distillation

    Jun 2, 2026Tianhe Wu, Zikai Zhou, Kun Yan +23Prompt DistillationImage Editing

  27. Diffusing in the Right Space: A Systematic Study of Latent Diffusability

    Jun 2, 2026Tianxiong Zhong, Xingye Tian, Xuebo Wang +2Generative ModelsDiffusion Dynamics

  28. SynCred-Bench: Benchmarking Synthetic Credibility in AI-Generated Visual Misinformation

    Jun 2, 2026Junxiao Yang, Minghao Zhang, Xiaoce Wang +4Human AnnotatorsGenerative Models

  29. NVIDIA OmniDreams: Real-Time Generative World Model for Closed-Loop Autonomous Vehicle Simulation

    Jun 2, 2026NVIDIA, :, Aarti Basant +32Autonomous Driving SimulationAutonomous Driving

  30. GuidedBridge: Training-freely Improving Bridge Models with Prior Guidance

    Jun 2, 2026Zehua Chen, Yucheng Yang, Binjie Yuan +3BridgeGenerative

  31. Pixel Cube: Diffusion-based Portrait Video Relighting Through Realistic Lighting Reproduction

    Jun 1, 2026Yufan Zhang, Yu Ji, Ayo Ajiboye +4Image RelightingLighting

  32. A Comparison of Generative and Discriminative Methods for Speech Enhancement: Robustness, Complexity, and Hallucination

    Jun 1, 2026Shrishti Saha Shetu, Emanuël A. P. Habets, Andreas BrendelSpeech EnhancementSignal-To-Noise Ratio

  33. The Crowded Embedding Space: A Mean-Field Mechanism for Emergent Marginalization in Retrieval-Augmented Agents

    Jun 1, 2026Shwan Ashrafi, Dan RothRelevanceMinority

  34. LL-Bench: Rethinking Low-Level Vision Evaluation in the Era of Large-Scale Generative Models

    Jun 1, 2026Lu Liu, Huiyu Duan, Chenxin Zhu +6Image Quality AssessmentEvaluation Benchmarks

  35. Drifting Preference Optimization for One-Step Generative Models

    Jun 1, 2026Zhou Jiang, Yandong Wen, Zhen LiuText-To-ImageGenerative Models

  36. Towards Automated Discovery: A Review of Generative Models, Multimodal Learning and Closed-Loop Workflows in Inverse Materials Design

    Jun 1, 2026Anand Babu, Rogério Almeida Gouvêa, Gian-Marco RignaneseData-Driven Materials DiscoveryGenerative Inverse Design

  37. Initialization is Half the Battle: Generating Diverse Images from a Guidance Potential Posterior

    Jun 1, 2026Xiang Li, Dianbo Liu, Kenji KawaguchiGenerative PriorsGenerative Models

  38. AI as a Tool for Simulation-Based Experiments in Literary Studies

    Jun 1, 2026Matthew WilkensLiteratureGenerative Artificial Intelligence

  39. Network Learning with Semi-relaxed Gromov-Wasserstein

    Jun 1, 2026Charles Dufour, Ulysse Naepels, Leonardo V. SantoroGromov--WassersteinComplex Networks

  40. C2GA: A Class-Controllable Generative Augmentation Framework for Respiratory Sound Classification

    Jun 1, 2026Ziqi Ma, Mengyu Han, Anteng Cai +4Respiratory Sound ClassificationVariational Autoencoder

  41. No Free Lunch for Synthetic Images under Data Scarcity Conditions

    Jun 1, 2026Borja Arroyo Galende, Alejandro Almodóvar, Patricia A. Apellániz +3Synthetic DataGenerative Models

  42. Variational Learning for Insertion-based Generation

    Jun 1, 2026Yangtian Zhang, Zhe Wang, Arthur Gretton +4Generative ModelsSequence Modeling

  43. Why Do Time Series Models Need Long Context Windows?

    Jun 1, 2026Luca Butera, Giovanni De Felice, Andrea Cini +1Time SeriesLocal Windows

  44. Flow-Transformed Implicit Processes for Function-Space Variational Inference

    Jun 1, 2026Luis A. Ortega, Andrés R. Masegosa, Thomas D. NielsenVariational InferenceBayesian

  45. Mos-Gen: A Generative Molecular Framework for Mosquito Insecticide Design

    Jun 1, 2026Lina Wang, Yaning CuiMolecular GenerationGenerative Models

  46. JenBridge: Adaptive Long-Form Video Soundtracking across Scene Transitions

    Jun 1, 2026Jiashuo Yu, Yao Yao, Boyu Chen +1Joint Audio-Video GenerationNarrative Coherence

  47. Anchor-Conditioned Compositional Control for Landscape Image Generation

    Jun 1, 2026Gadha Lekshmi P, Govind Arun, Rohith Syam +1Large-Scale Image GenerationGenerative Models

  48. Self-Regulating Annealing in Heavy-Tailed Diffusion Models

    Jun 1, 2026Keito Wakatsuki, Hideaki ShimazakiDiffusion SamplingDiscrete Diffusion Model

  49. Demystifying Multimodal Biomolecular Co-design With Intrinsic Geodesic Coupling

    Jun 1, 2026Keyue Qiu, Xintong Wang, Zhilong Zhang +2Protein DesignStructure-Based Drug Design

  50. PathAR: Structure-First Autoregressive Synthesis of Multimodal Pathology Images

    Jun 1, 2026Yuan Zhang, Jiahao Xia, Junzhang Huang +4Medical Image GenerationPathology

  51. When Hard Negatives Hurt: Bridging the Generative-Discriminative Gap in Hard Negative Synthesis for Retrieval

    May 31, 2026Zhicheng Zhang, Jiwei Tang, Kuicai Dong +9NegationLarge Language Model Generation

  52. Temporally-Aligned Evaluation for Audio-Driven Talking Head Generation

    May 31, 2026Zhicheng Zhang, Lei Wang, Yu Zhang +1Joint Audio-Video GenerationFacial Animation

  53. Local Diagnostics of Continuous Normalizing Flow for Out-of-Distribution Detection

    May 30, 2026Xinwei Cao, Mengxuan Lu, Torbjørn Svendsen +1Out-Of-Distribution DetectionOut-Of-Distribution

  54. Manifold Diffusion for Structure Generation of Transition Metal Complexes

    May 30, 2026Luca Schaufelberger, Kjell JornerMolecular GenerationData Generation

  55. Efficient Test-time Inference for Generative Planning Models with OCL Search

    May 30, 2026Robert Gieselmann, Mihai Samson, Federico Pecora +1Classical PlanningEfficient Inference

  56. Coupling Language Models with Physics-based Simulation for Synthesis of Inorganic Materials

    May 29, 2026Edward W. Staley, Tom Arbaugh, Michael Pekala +6Data-Driven Materials DiscoveryAutomated Synthesis Techniques

  57. Flow Matching for Convective-Scale Precipitation Downscaling

    May 29, 2026Tom WetherellDynamical DownscalingConditional Flow Matching

  58. Representation Forcing for Bottleneck-Free Unified Multimodal Models

    May 29, 2026Yuqing Wang, Zhijie Lin, Ceyuan Yang +10Unified Multimodal ModelsGenerative Models

  59. VolFill: Single-View Amodal 3D Scene Reconstruction with Volumetric Flow Matching

    May 29, 2026Tuan Duc Ngo, Chuang Gan, Evangelos Kalogerakis3D ReconstructionVolume

  60. mRNAutilus: Multi-Objective-Guided Discrete Generation of mRNA with Optimized Therapeutic Properties

    May 29, 2026Sawan Patel, Sophia Tang, Yesol Kim +8Messenger RnaData Generation