Diffusion Models

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Period ending 2026-09-14

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  1. TPD: Temporal Prior Decoupling for Text-to-Video Diffusion Models

    Jul 29, 2026Taewon Kang, Matthias ZwickerVideo Diffusion ModelsDiffusion Models

  2. Audio-Anchored Fusion of Multi-Ratio DiT Reconstruction Residuals for Cross-Domain Audio Deepfake Detection

    Jul 29, 2026Haotian Mo, Jie Liu, Siqi Shen +8Audio Deepfake DetectionSelf-Supervised Audio Representations

  3. Existence-Field Diffusion Model for Spatial Point Processes with Variable Cardinality

    Jul 29, 2026Xiaoyin Pan, Christian R. Shelton, Rakshith Mahishi +1Determinantal Point ProcessCardinality

  4. MoSAIC: Aligned Intervention Supervision for Part-Local Motion Style Transfer

    Jul 28, 2026Nazanin Amini, Kevin DesaiPhotorealistic Style TransferPaired Supervision

  5. Denoising growth complexity: Data geometry and certified schedules for diffusion sampling

    Jul 28, 2026Martin J. WainwrightDiffusion SamplingOptimal Sample Complexity

  6. LumaGuide: Distribution Shaping for Training-Free HDR Generation in Diffusion Models

    Jul 28, 2026Bowen Chen, Shreshth Saini, Balu Adsumilli +1Diffusion ModelsHigh Dynamic Range

  7. WildShadowRemover: In-the-Wild Video Shadow Removal via Detail-Preserving Video Diffusion Models

    Jul 28, 2026Jiamin Xu, Cong Wang, Zheng Dong +4Shadow RemovalVideo Diffusion Models

  8. Transformer Transformer: A Unified Model for Motion-Conditioned Robot Co-design

    Jul 28, 2026Huy Ha, C. Karen Liu, Shuran SongRobotsEmbodied

  9. Two2Four: Generative Quadruped Puppeteering from Human Motion

    Jul 28, 2026Fatemeh Zargarbashi, Zehong Qiu, Dhruv Agrawal +4Motion Understanding and GenerationRobot Imitation Learning

  10. From Deterministic to Generative Deep Learning for Urban Air Quality Reconstruction from Sparse Observations

    Jul 28, 2026Abhishek A. Sabnis, Mihai Mitrea, Lya Lugon +5Air PollutionSparse Observations

  11. I2VShield: An Efficient Proactive Defense Framework against DiT-based Image-to-Video Models

    Jul 28, 2026Yimao Guo, Zuomin Qu, Wei LuVideo Diffusion ModelsDiffusion Transformers

  12. Group Equivariant Diffusion for Anomaly Detection in Computational Cytology

    Jul 28, 2026Swarnadip Chatterjee, Ssharvien Kumar Sivakumar, Anirban MukhopadhyayAnomaly ScoreAnomaly Detection

  13. ScaleResfusion: Residual Rectified Flow based on Residual Vector Field

    Jul 28, 2026Zhenning Shi, Chen Xu, Junhao Zhang +4Image RestorationRectified Flow

  14. WHTMix: Efficient Stereo Depth Estimation via Walsh-Hadamard Token Mixing

    Jul 28, 2026Prathyush Sajith, Emadeldeen Hamdan, Ahmet Enis CetinStereo MatchingStereo

  15. Diff-ID: Identity Consistent Facial Image Generation and Morphing via Diffusion Models

    Jul 27, 2026Taimoor Rizwan, Sara Atito, Muhammad Awais +2Face GenerationDiffusion Models

  16. Lantern: Conflict-Aware Gradient Blending for Physics-Guided Diffusion Models in Calorimeter Simulation

    Jul 27, 2026Farzana Yasmin Ahmad, Vanamala Venkataswamy, Geoffrey FoxDiffusion ModelsVoxel

  17. MMOE: Modernizing Diffusion Transformers with Efficient Expert Design

    Jul 27, 2026Yanhao Jia, Jiepeng Wang, Haibin Huang +3Mixture-Of-Expert Language ModelsMoe-Nd

  18. EgoPlay: Event-Triggered Video Editing for Egocentric Streams

    Jul 27, 2026Jinjie Mai, Gordon Guocheng Qian, Willi Menapace +8Video EditingEgocentric Video

  19. MSVS-VAE: Multi-Scale Anchored VecSet for High-Fidelity 3D Reconstruction

    Jul 27, 2026Dehao Hao, Kaiyi Zhang, Tanghui Jia +10Voxel3D Reconstruction

  20. Catalyst Diffusion Transformer: Generative Inverse Design of Heterogeneous Catalysts

    Jul 27, 2026Hayoung Doo, Dong Hyeon Mok, Seoin Back +1Heterogeneous CatalysisGenerative Inverse Design

  21. LoTA-N2N: Local Trace Adaptation for Zero-Shot Self-Supervised Image Denoising

    Jul 27, 2026Jintong Hu, Bin Xia, Junlin Liu +2Denoising Diffusion Probabilistic ModelSelf-Supervised Learning

  22. BeyondFusion: Self-Aligned Latent Diffusion for Calibration-Free Infrared Super-Resolution and Infrared-Visible Fusion

    Jul 27, 2026Minchong Chen, Xiaoyun Yuan, Minyu Cao +4Visible Image FusionInfrared

  23. GeoStereo: A Unified Stereo Geometry Estimation Framework for Disparity and Surface Normal

    Jul 27, 2026Qizhe Wei, Xianda Guo, Shaocong Xu +3Stereo MatchingStereo Priors

  24. Manifold-Constrained Noise Optimization for Diverse Diffusion Sampling

    Jul 27, 2026Qitan Shi, Cheng Jin, Ziyuan Liu +1Diffusion SamplingText-To-Image Diffusion Models

  25. WorldDiT: A Unified Diffusion Architecture for World and Action Modeling

    Jul 27, 2026Sen Wang, R. Gnana Praveen, Bidhan Roy +1Action GenerationDiffusion Transformers

  26. OmniCache: Multidimensional Hierarchical Feature Caching For Diffusion Models

    Jul 26, 2026Zhaoyuan He, Muhammad Muaz, Lili QiuVideo Diffusion ModelsDiffusion Models

  27. Perturbation-Aware Diffusion-Guided Hybrid Segmentation for Robust and Annotation-Efficient Plant Stress Phenotyping

    Jul 26, 2026Gurbhit Chaurakoti, Soumyashree Kar3D Plant PhenotypingU-Net

  28. Learning Sampling Parameters for Diffusion Models

    Jul 26, 2026Arisrei Lim, Yossi GandelsmanDiffusion ModelsAdaptive Sampling

  29. Trainable Nonexpansive Denoisers for Contractive Image Reconstruction

    Jul 25, 2026Arghya Sinha, Aditya Banerjee, Trishit Mukherjee +1Image ReconstructionDenoiser

  30. Stabilizing Deep Reconstruction Operators with Contractive Anchoring

    Jul 25, 2026Arghya Sinha, Trishit Mukherjee, Kunal N. ChaudhuryImage ReconstructionDenoiser

  31. X-Stage: Modeling Post-Issue Backpressure in GPU Communication--Computation Fusion

    Jul 25, 2026Jianwen Xian, Zhiyuan Xu, Yuchen Li +9Tensor ProgramsGraphics Processing Unit Kernels

  32. From Score Learning to Discretized Sampling: An End-to-End Generalization Analysis of Diffusion Models

    Jul 25, 2026Jinshu Huang, Yiming Jiang, Chunlin WuScore-Based Diffusion ModelDiffusion Models

  33. Diffusion-Guided Search via Exponential Tilting (DiffTilt): An Application to Falsification of Safety-Critical Systems

    Jul 25, 2026Tanmay Khandait, Preetom Biswas, Hideki Okamoto +3Safety-Critical DomainsFalsification

  34. Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability

    Jul 24, 2026Ahmed M. Abuzuraiq, Philippe PasquierText-To-Image Diffusion ModelsExplainable Artificial Intelligence

  35. Correlation-Aware and Gaussianity-Preserving Robust Latent Angular Watermarking for Diffusion Models

    Jul 24, 2026Yebin Zheng, Haonan An, Guang Hua +2WatermarkingWatermarks

  36. Time-Reversed Imaging: A Multimodal Benchmark and Framework for Reconstructing Past Human-Environment Interactions

    Jul 24, 2026Jorge Bacca, Kebin Contreras, Luis Toscano-Palomino +1Multimodal BenchmarksDiffusion Models

  37. Efficient Recommendations via Graph Coarsening and Label Propagation

    Jul 24, 2026Alessandro Sbandi, Federico Siciliano, Fabrizio SilvestriGraph Neural NetworksRecommendation Quality

  38. TRaM-VSR: Importance-Aware Token Routing and Merging for One-Step Diffusion Video Super-Resolution

    Jul 24, 2026Sicheng Gao, Zhuyun Zhou, Yixuan Liu +3Video Diffusion ModelsReal-World Image Super-Resolution

  39. Neuromorphic Diffusion Language Models: Addressing Compute and Memory Bottlenecks via Sparsity and Block Denoising

    Jul 24, 2026Dengyu Wu, Clement Ruah, Jiechen Chen +2Diffusion Language ModelsLLM Inference Efficiency

  40. From Score Approximation to Distribution Approximation in Score-Based Diffusion Models

    Jul 24, 2026Lan V. TruongScore-Based Diffusion ModelNeural-Network Approximation

  41. Spectral Prior for Reducing Exposure Bias in Diffusion Models

    Jul 24, 2026Yuya Kobayashi, Masato Ishii, Yuhta Takida +2Diffusion ModelsLatent Diffusion Model

  42. Diffusion Models in Medical Image Inpainting: Challenges, Solution Taxonomy, and Future Directions

    Jul 24, 2026Arthur Dantas Mangussi, Joana Cristo Santos, Ricardo Cardoso Pereira +3Context-Conditioned InpaintingMedical Imaging

  43. CODA: Cascaded Online Discontinuity-Aware Alignment for Real-Time Image-Based Score Following

    Jul 24, 2026Yining Yang, Ruogu Chen, Jie HanScore FunctionScore-Based Diffusion Model

  44. Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers

    Jul 23, 2026Sicheng Mo, Yuheng Li, Ziyang Leng +2Autoregressive DiffusionVideo Diffusion Models

  45. Inference-Time Scaling of Diffusion Models via Progressive Seed Pruning

    Jul 23, 2026Rogerio Guimaraes, Pietro PeronaDiffusion ModelsInference-Time

  46. KroQuant: Kronecker-Structured Block Transforms for Efficient Post-Training Quantization of Diffusion Transformers

    Jul 23, 2026Yann Bouquet, Alireza Khodamoradi, Kristof Denolf +1Post-Training QuantizationQuantization

  47. Mean-to-Score Discrete Diffusion: Posterior-Mean Denoisers for Score Entropy

    Jul 23, 2026Jingyuan Li, Xiaoyi Jiang, Yixuan Jiang +4Score-Based Diffusion ModelScore Function

  48. SlerpFlow: Spherical Trajectory Correction for Rectified Flow Inversion

    Jul 23, 2026Wenbin Duan, Yan Shu, Zhuoyuan Fu +4Rectified FlowDenoising Trajectory

  49. DART: A Degradation-Aware Recurrent Transformer for Archival Film Restoration

    Jul 23, 2026Mikołaj Jastrzębski, Wojciech Kozłowski, Kamil AdamczewskiPhotorealistic Video RestorationDegradation

  50. Transformer-based Diffusion models for Hydrological Time Series Probabilistic Imputation and Forecasting

    Jul 23, 2026Ferdinand Bhavsar, Lionel Benoit, Maxime Savatier +1Fundamental Hydrological PrinciplesImputation

  51. Decoupling Cross-Modality Manifold Discrepancy: Leveraging Visible Diffusion Priors for Infrared Super-Resolution

    Jul 23, 2026Yunpeng Hua, Hongwei Yu, Jiawei Li +3Infrared Image Super-ResolutionDenoiser

  52. Source-Prior-Driven Selective Adaptation for Efficient Diffusion Model Finetuning

    Jul 23, 2026Yi Xiong, Yuan-Yuan Cheng, Xiao-Ming FuDiffusion ModelsParameter-Efficient Adaptation

  53. RadioTrace: Transmitter-Aware Diffusion for Radio Map Estimation without Deployment-Time Fine-Tuning

    Jul 23, 2026Liu Yang, Qiang Li, Zhuo Cao +3Radio FrequencyCapture Protocol

  54. DS@GT ARC at ImageCLEFmed GANs 2026: Geometric Filtering for Privacy-Preserving CT Slice Generation

    Jul 22, 2026Eric Regina, Richard Arnaud, Samir Hadi CisnerosMedical Image GenerationIris-Gan

  55. Importance-Aware OBS Pruning for Diffusion Models

    Jul 22, 2026Ba-Thinh Lam, Srijan Das, Hieu LeDiffusion ModelsImportance

  56. Diffusion ReRoll: Revisable Denoising for Robotic Sequential Prediction

    Jul 22, 2026Seonsoo Kim, Seongil Hong, Jun-Gill KangDiffusion PoliciesDenoising Trajectory

  57. OSVE: One Step Video Editing with One Step Diffusion Models

    Jul 22, 2026Habin Lim, Gyeong-Moon ParkVideo EditingVideo Diffusion Models

  58. Nuclear Quantum Effects as a Denoising Problem

    Jul 22, 2026Weizhou Wang, Jonathan Weare, Aaron R. DinnerQuantumBoltzmann Distributions

  59. Geospatial Diffusion-based Evolution Synthesis (GeoDES) for Storm-Centered Weather Augmentation

    Jul 21, 2026Sonia Cromp, Satya Sai Srinath Namburi GNVV, Youran Wang +4Weather ModelsDiffusion Models

  60. γ-Bridge: A Look-Parametric Diffusion Bridge

    Jul 21, 2026Xuran Hu, Yujie Zhu, Tengxi Wang +2Multiplicative Gamma NoiseDenoising Diffusion Probabilistic Model