{"total":56,"rows":[{"id":"2209.00796","title":"Diffusion Models: A Comprehensive Survey of Methods and Applications","created":"2022-09-02","cited_by_count":1114,"area":"diffusion"},{"id":"2302.04638","title":"Better Diffusion Models Further Improve Adversarial Training","created":"2023-02-09","cited_by_count":208,"area":"diffusion"},{"id":"2304.01247","title":"Generative Diffusion Prior for Unified Image Restoration and Enhancement","created":"2023-04-03","cited_by_count":199,"area":"diffusion"},{"id":"2305.15241","title":"Robust Classification via a Single Diffusion Model","created":"2023-05-24","cited_by_count":79,"area":"diffusion"},{"id":"2303.16378","title":"A Pilot Study of Query-Free Adversarial Attack against Stable Diffusion","created":"2023-03-29","cited_by_count":76,"area":"diffusion"},{"id":"2212.02773","title":"DiffusionInst: Diffusion Model for Instance Segmentation","created":"2022-12-06","cited_by_count":49,"area":"diffusion"},{"id":"2312.00084","title":"Can Protective Perturbation Safeguard Personal Data from Being Exploited by Stable Diffusion?","created":"2023-11-30","cited_by_count":38,"area":"diffusion"},{"id":"2311.16124","title":"DiffAttack: Evasion Attacks Against Diffusion-Based Adversarial Purification","created":"2023-10-27","cited_by_count":36,"area":"diffusion"},{"id":"2206.10875","title":"Guided Diffusion Model for Adversarial Purification from Random Noise","created":"2022-06-22","cited_by_count":35,"area":"diffusion"},{"id":"2408.00315","title":"ADBM: Adversarial diffusion bridge model for reliable adversarial purification","created":"2024-08-01","cited_by_count":24,"area":"diffusion"},{"id":"2308.14333","title":"DiffSmooth: Certifiably Robust Learning via Diffusion Models and Local Smoothing","created":"2023-08-28","cited_by_count":20,"area":"diffusion"},{"id":"2307.04333","title":"Enhancing Adversarial Robustness via Score-Based Optimization","created":"2023-07-10","cited_by_count":19,"area":"diffusion"},{"id":"2304.04820","title":"Binary Latent Diffusion","created":"2023-04-10","cited_by_count":18,"area":"diffusion"},{"id":"2312.04802","title":"MimicDiffusion: Purifying Adversarial Perturbation via Mimicking Clean Diffusion Model","created":"2023-12-08","cited_by_count":18,"area":"diffusion"},{"id":"2306.09124","title":"DIFFender: Diffusion-Based Adversarial Defense against Patch Attacks","created":"2023-06-15","cited_by_count":15,"area":"diffusion"},{"id":"2301.11558","title":"Accelerating Guided Diffusion Sampling with Splitting Numerical Methods","created":"2023-01-27","cited_by_count":13,"area":"diffusion"},{"id":"2310.18762","title":"Purify++: Improving Diffusion-Purification with Advanced Diffusion Models and Control of Randomness","created":"2023-10-28","cited_by_count":13,"area":"diffusion"},{"id":"2309.07398","title":"Semantic Adversarial Attacks via Diffusion Models","created":"2023-09-14","cited_by_count":12,"area":"diffusion"},{"id":"2310.07492","title":"Boosting Black-box Attack to Deep Neural Networks with Conditional Diffusion Models","created":"2023-10-11","cited_by_count":12,"area":"diffusion"},{"id":"2403.16067","title":"Adversarial Guided Diffusion Models for Adversarial Purification","created":"2024-03-24","cited_by_count":8,"area":"diffusion"},{"id":"2404.14309","title":"Towards Understanding the Robustness of Diffusion-Based Purification: A Stochastic Perspective","created":"2024-04-22","cited_by_count":8,"area":"diffusion"},{"id":"2409.08255","title":"LoRID: Low-Rank Iterative Diffusion for Adversarial Purification","created":"2024-09-12","cited_by_count":7,"area":"diffusion"},{"id":"2311.13629","title":"Diffusion models meet image counter-forensics","created":"2023-11-22","cited_by_count":6,"area":"diffusion"},{"id":"2409.02138","title":"A Financial Time Series Denoiser Based on Diffusion Model","created":"2024-09-02","cited_by_count":6,"area":"diffusion"},{"id":"2411.16598","title":"DiffBreak: Is Diffusion-Based Purification Robust?","created":"2024-11-25","cited_by_count":6,"area":"diffusion"},{"id":"2307.16865","title":"Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion Models","created":"2023-07-31","cited_by_count":5,"area":"diffusion"},{"id":"2408.05900","title":"Classifier Guidance Enhances Diffusion-based Adversarial Purification by Preserving Predictive Information","created":"2024-08-12","cited_by_count":5,"area":"diffusion"},{"id":"2409.09406","title":"Real-world Adversarial Defense against Patch Attacks based on Diffusion Model","created":"2024-09-14","cited_by_count":5,"area":"diffusion"},{"id":"2311.03742","title":"3DifFusionDet: Diffusion Model for 3D Object Detection with Robust LiDAR-Camera Fusion","created":"2023-11-07","cited_by_count":4,"area":"diffusion"},{"id":"2410.23091","title":"CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense","created":"2024-10-30","cited_by_count":4,"area":"diffusion"},{"id":"2306.12790","title":"DiffWA: Diffusion Models for Watermark Attack","created":"2023-06-22","cited_by_count":3,"area":"diffusion"},{"id":"2307.11118","title":"Diffusion Sampling with Momentum for Mitigating Divergence Artifacts","created":"2023-07-20","cited_by_count":3,"area":"diffusion"},{"id":"2509.13922","title":"Towards Robust Defense against Customization via Protective Perturbation Resistant to Diffusion-based Purification","created":"2025-09-17","cited_by_count":3,"area":"diffusion"},{"id":"2309.03702","title":"DiffDefense: Defending against Adversarial Attacks via Diffusion Models","created":"2023-09-07","cited_by_count":2,"area":"diffusion"},{"id":"2403.18554","title":"CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection","created":"2024-03-27","cited_by_count":2,"area":"diffusion"},{"id":"2407.00623","title":"Consistency Purification: Effective and Efficient Diffusion Purification towards Certified Robustness","created":"2024-06-30","cited_by_count":2,"area":"diffusion"},{"id":"2408.08502","title":"Efficient Image-to-Image Diffusion Classifier for Adversarial Robustness","created":"2024-08-16","cited_by_count":2,"area":"diffusion"},{"id":"2410.24006","title":"DiffPAD: Denoising Diffusion-based Adversarial Patch Decontamination","created":"2024-10-31","cited_by_count":2,"area":"diffusion"},{"id":"2505.13280","title":"FlowPure: Continuous Normalizing Flows for Adversarial Purification","created":"2025-05-19","cited_by_count":2,"area":"diffusion"},{"id":"2406.17606","title":"Diffusion-based Adversarial Purification for Intrusion Detection","created":"2024-06-25","cited_by_count":1,"area":"diffusion"},{"id":"2411.18956","title":"Random Sampling for Diffusion-based Adversarial Purification","created":"2024-11-28","cited_by_count":1,"area":"diffusion"},{"id":"2501.13336","title":"Gradient-Free Adversarial Purification with Diffusion Models","created":"2025-01-23","cited_by_count":1,"area":"diffusion"},{"id":"2504.11034","title":"Defending Against Frequency-Based Attacks with Diffusion Models","created":"2025-04-15","cited_by_count":1,"area":"diffusion"},{"id":"2505.22839","title":"Demystifying Adversarial Robustness in Diffusion Models: Compression, Randomness, and Geometry","created":"2025-05-28","cited_by_count":1,"area":"diffusion"},{"id":"2509.25082","title":"MANI-Pure: Magnitude-Adaptive Noise Injection for Adversarial Purification","created":"2025-09-29","cited_by_count":1,"area":"diffusion"},{"id":"2311.13841","title":"Adversarial defense based on distribution transfer","created":"2023-11-23","cited_by_count":0,"area":"diffusion"},{"id":"2404.08273","title":"Struggle with Adversarial Defense? Try Diffusion","created":"2024-04-12","cited_by_count":0,"area":"diffusion"},{"id":"2408.02710","title":"RCDM: Enabling Robustness for Conditional Diffusion Model","created":"2024-08-05","cited_by_count":0,"area":"diffusion"},{"id":"2412.08394","title":"Adversarial Purification by Consistency-aware Latent Space Optimization on Data Manifolds","created":"2024-12-11","cited_by_count":0,"area":"diffusion"},{"id":"2506.10391","title":"ReconMOST: Multi-Layer Sea Temperature Reconstruction with Observations-Guided Diffusion","created":"2025-06-12","cited_by_count":0,"area":"diffusion"},{"id":"2507.08163","title":"Adaptive Diffusion Denoised Smoothing : Certified Robustness via Randomized Smoothing with Differentially Private Guided Denoising Diffusion","created":"2025-07-10","cited_by_count":0,"area":"diffusion"},{"id":"2509.19044","title":"Latent Danger Zone: Distilling Unified Attention for Cross-Architecture Black-box Attacks","created":"2025-09-23","cited_by_count":0,"area":"diffusion"},{"id":"2601.01109","title":"NADD: Amplifying Noise for Effective Diffusion-based Adversarial Purification","created":"2026-01-03","cited_by_count":0,"area":"diffusion"},{"id":"2601.02444","title":"VocalBridge: Latent Diffusion-Bridge Purification for Defeating Perturbation-Based Voiceprint Defenses","created":"2026-01-05","cited_by_count":0,"area":"diffusion"},{"id":"2601.07253","title":"Universal Adversarial Purification with DDIM Metric Loss for Stable Diffusion","created":"2026-01-12","cited_by_count":0,"area":"diffusion"},{"id":"2605.08440","title":"TARO: Temporal Adversarial Rectification Optimization Using Diffusion Models as Purifiers","created":"2026-05-08","cited_by_count":0,"area":"diffusion"}],"next_cursor":null}