{"total":51,"rows":[{"id":"2310.20453","title":"Generate What You Prefer: Reshaping Sequential Recommendation via Guided Diffusion","created":"2023-10-31","cited_by_count":74,"area":"diffusion"},{"id":"2404.18886","title":"A Survey on Diffusion Models for Time Series and Spatio-Temporal Data","created":"2024-04-29","cited_by_count":67,"area":"diffusion"},{"id":"2312.16890","title":"DiffKG: Knowledge Graph Diffusion Model for Recommendation","created":"2023-12-28","cited_by_count":41,"area":"diffusion"},{"id":"2402.17279","title":"Diffusion Models for Generative Outfit Recommendation","created":"2024-02-27","cited_by_count":29,"area":"diffusion"},{"id":"2401.06982","title":"Denoising Diffusion Recommender Model","created":"2024-01-13","cited_by_count":28,"area":"diffusion"},{"id":"2311.08744","title":"Graph Signal Diffusion Model for Collaborative Filtering","created":"2023-11-15","cited_by_count":25,"area":"diffusion"},{"id":"2412.15579","title":"Score-based Generative Diffusion Models for Social Recommendations","created":"2024-12-20","cited_by_count":23,"area":"diffusion"},{"id":"2406.01629","title":"RecDiff: Diffusion Model for Social Recommendation","created":"2024-06-01","cited_by_count":20,"area":"diffusion"},{"id":"2404.14240","title":"Collaborative Filtering Based on Diffusion Models: Unveiling the Potential of High-Order Connectivity","created":"2024-04-22","cited_by_count":18,"area":"diffusion"},{"id":"2501.11430","title":"A Survey on Diffusion Models for Anomaly Detection","created":"2025-01-20","cited_by_count":13,"area":"diffusion"},{"id":"2501.17670","title":"Distinguished Quantized Guidance for Diffusion-based Sequence Recommendation","created":"2025-01-29","cited_by_count":13,"area":"diffusion"},{"id":"2402.06656","title":"DiffsFormer: A Diffusion Transformer on Stock Factor Augmentation","created":"2024-02-05","cited_by_count":9,"area":"diffusion"},{"id":"2306.04139","title":"A Comprehensive Survey on Generative Diffusion Models for Structured Data","created":"2023-06-07","cited_by_count":8,"area":"diffusion"},{"id":"2309.15363","title":"LD4MRec: Simplifying and Powering Diffusion Model for Multimedia Recommendation","created":"2023-09-27","cited_by_count":8,"area":"diffusion"},{"id":"2502.07303","title":"Flow Matching for Collaborative Filtering","created":"2025-02-11","cited_by_count":8,"area":"diffusion"},{"id":"2306.08947","title":"RecFusion: A Binomial Diffusion Process for 1D Data for Recommendation","created":"2023-06-15","cited_by_count":7,"area":"diffusion"},{"id":"2410.13428","title":"Generate and Instantiate What You Prefer: Text-Guided Diffusion for Sequential Recommendation","created":"2024-10-17","cited_by_count":7,"area":"diffusion"},{"id":"2501.15555","title":"Distributionally Robust Graph Out-of-Distribution Recommendation via Diffusion Model","created":"2025-01-26","cited_by_count":7,"area":"diffusion"},{"id":"2511.23021","title":"Masked Diffusion for Generative Recommendation","created":"2025-11-28","cited_by_count":7,"area":"diffusion"},{"id":"2408.06883","title":"Prompt-to-Slate: Diffusion Models for Prompt-Conditioned Slate Generation","created":"2024-08-13","cited_by_count":6,"area":"diffusion"},{"id":"2409.10522","title":"Bridging User Dynamics: Transforming Sequential Recommendations with Schr\\\"odinger Bridge and Diffusion Models","created":"2024-08-30","cited_by_count":6,"area":"diffusion"},{"id":"2501.00384","title":"S-Diff: An Anisotropic Diffusion Model for Collaborative Filtering in Spectral Domain","created":"2024-12-31","cited_by_count":6,"area":"diffusion"},{"id":"2501.02313","title":"DiffGraph: Heterogeneous Graph Diffusion Model","created":"2025-01-04","cited_by_count":6,"area":"diffusion"},{"id":"2409.04339","title":"How Fair is Your Diffusion Recommender Model?","created":"2024-09-06","cited_by_count":5,"area":"diffusion"},{"id":"2311.03488","title":"Multi-Resolution Diffusion for Privacy-Sensitive Recommender Systems","created":"2023-11-06","cited_by_count":4,"area":"diffusion"},{"id":"2401.12578","title":"ToDA: Target-oriented Diffusion Attacker against Recommendation System","created":"2024-01-23","cited_by_count":4,"area":"diffusion"},{"id":"2501.11671","title":"Exploring Preference-Guided Diffusion Model for Cross-Domain Recommendation","created":"2025-01-20","cited_by_count":4,"area":"diffusion"},{"id":"2508.17618","title":"FlowRec: Prior-Informed Flow Matching for Efficient Sequential Recommendation Generation","created":"2025-08-25","cited_by_count":4,"area":"diffusion"},{"id":"2501.10548","title":"Diffusion Models in Recommendation Systems: A Survey","created":"2025-01-17","cited_by_count":3,"area":"diffusion"},{"id":"2505.16298","title":"Flow Matching based Sequential Recommender Model","created":"2025-05-22","cited_by_count":3,"area":"diffusion"},{"id":"2509.26063","title":"Fading to Grow: Growing Preference Ratios via Preference Fading Discrete Diffusion for Recommendation","created":"2025-09-30","cited_by_count":3,"area":"diffusion"},{"id":"2510.17245","title":"On Efficiency-Effectiveness Trade-off of Diffusion-based Recommenders","created":"2025-10-20","cited_by_count":3,"area":"diffusion"},{"id":"2511.12114","title":"Continuous-time Discrete-space Diffusion Model for Recommendation","created":"2025-11-15","cited_by_count":3,"area":"diffusion"},{"id":"2503.18536","title":"DiN: Diffusion Model for Robust Medical VQA with Semantic Noisy Labels","created":"2025-03-24","cited_by_count":2,"area":"diffusion"},{"id":"2510.12253","title":"Diffusion Models for Reinforcement Learning: Foundations, Taxonomy, and Development","created":"2025-10-14","cited_by_count":2,"area":"diffusion"},{"id":"2601.03701","title":"Inference Attacks Against Graph Generative Diffusion Models","created":"2026-01-07","cited_by_count":2,"area":"diffusion"},{"id":"2409.10494","title":"Incorporating Classifier-Free Guidance in Diffusion Model-Based Recommendation","created":"2024-09-16","cited_by_count":1,"area":"diffusion"},{"id":"2501.18997","title":"Collaborative Diffusion Model for Recommender System","created":"2025-01-31","cited_by_count":1,"area":"diffusion"},{"id":"2503.16290","title":"Diffusion-augmented Graph Contrastive Learning for Collaborative Filter","created":"2025-03-20","cited_by_count":1,"area":"diffusion"},{"id":"2606.12245","title":"DiffCold: A Diffusion-based Generative Model for Cold-Start Item Recommendation","created":"2026-06-10","cited_by_count":1,"area":"diffusion"},{"id":"2609.34404","title":"Eval4DiRec: A Unified and Systematic Evaluation Framework for Diffusion-based Recommender Systems","created":"2026-09-28","cited_by_count":1,"area":"diffusion"},{"id":"2504.21266","title":"CoCoDiff: Diversifying Skeleton Action Features via Coarse-Fine Text-Co-Guided Latent Diffusion","created":"2025-04-30","cited_by_count":0,"area":"diffusion"},{"id":"2507.11866","title":"SimDiffRec: Semantic Similarity-Guided Diffusion for Contrastive Sequential Recommendation","created":"2025-07-16","cited_by_count":0,"area":"diffusion"},{"id":"2508.12706","title":"Asymmetric Diffusion Recommendation Model","created":"2025-08-18","cited_by_count":0,"area":"diffusion"},{"id":"2511.06937","title":"Fine-Tuning Diffusion-Based Recommender Systems via Reinforcement Learning with Reward Function Optimization","created":"2025-11-10","cited_by_count":0,"area":"diffusion"},{"id":"2511.20122","title":"Towards A Tri-View Diffusion Framework for Recommendation","created":"2025-11-25","cited_by_count":0,"area":"diffusion"},{"id":"2512.04596","title":"QoSDiff: An Implicit Topological Embedding Learning Framework Leveraging Denoising Diffusion and Adversarial Attention for Robust QoS Prediction","created":"2025-12-04","cited_by_count":0,"area":"diffusion"},{"id":"2512.24715","title":"MDiffFR: Modality-Guided Diffusion Generation for Cold-start Items in Federated Recommendation","created":"2025-12-31","cited_by_count":0,"area":"diffusion"},{"id":"2601.15673","title":"Enhancing guidance for missing data in diffusion-based sequential recommendation","created":"2026-01-22","cited_by_count":0,"area":"diffusion"},{"id":"2606.26899","title":"Generative Retrieval via Diffusion Transformer with Metric-Ordered Sequence Training and Hybrid-Policy Preference Optimization","created":"2026-06-25","cited_by_count":0,"area":"diffusion"},{"id":"2609.29609","title":"Anatomy of a Decision: Uncertainty-aware Hierarchical Intent Learning via Flow Matching for Multimodal Recommendation","created":"2026-08-30","cited_by_count":0,"area":"diffusion"}],"next_cursor":null}