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Diffusion Recommender Model
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1007/978-3-031-10989-8_47openalex-snapshot
Recommendation via Collaborative Diffusion Generative Model
inferredcites →https://doi.org/10.1016/j.ins.2020.09.013openalex-snapshot
Recommender systems based on generative adversarial networks: A problem-driven perspective
inferredcites →https://doi.org/10.1109/tkde.2020.3048414openalex-snapshot
DiffNet++: A Neural Influence and Interest Diffusion Network for Social Recommendation
inferredcites →https://doi.org/10.1109/tnnls.2020.3028572openalex-snapshot
IPGAN: Generating Informative Item Pairs by Adversarial Sampling
inferredcites →https://doi.org/10.1145/2835776.2835837openalex-snapshot
Collaborative Denoising Auto-Encoders for Top-N Recommender Systems
inferredcites →https://doi.org/10.1145/3097983.3098077openalex-snapshot
Collaborative Variational Autoencoder for Recommender Systems
inferredcites →https://doi.org/10.1145/3121050.3121057openalex-snapshot
Recommendation with Social Relationships via Deep Learning
inferredcites →https://doi.org/10.1145/3178876.3186150openalex-snapshot
Variational Autoencoders for Collaborative Filtering
inferredcites →https://doi.org/10.1145/3331184.3331214openalex-snapshot
A Neural Influence Diffusion Model for Social Recommendation
inferredcites →https://doi.org/10.1145/3383313.3412261openalex-snapshot
Unbiased Learning for the Causal Effect of Recommendation
inferredcites →https://doi.org/10.1145/3404835.3462962openalex-snapshot
Clicks can be Cheating: Counterfactual Recommendation for Mitigating Clickbait Issue
inferredcites →https://doi.org/10.1145/3437963.3441800openalex-snapshot
Denoising Implicit Feedback for Recommendation
inferredcites →https://doi.org/10.1145/3442381.3449873openalex-snapshot
Adversarial and Contrastive Variational Autoencoder for Sequential Recommendation
inferredcites →https://doi.org/10.1145/3442381.3449986openalex-snapshot
Interest-aware Message-Passing GCN for Recommendation
inferredcites →https://doi.org/10.1145/3477495.3531897openalex-snapshot
Generative Adversarial Framework for Cold-Start Item Recommendation
inferredcites →https://doi.org/10.1145/3477495.3532077openalex-snapshot
Variational Reasoning about User Preferences for Conversational Recommendation
inferredcites →https://doi.org/10.1145/3485447.3512095openalex-snapshot
Generative Session-based Recommendation
inferredcites →https://doi.org/10.1145/3485447.3512202openalex-snapshot
Learning Robust Recommenders through Cross-Model Agreement
inferredcites →https://doi.org/10.1145/3485447.3512251openalex-snapshot
Causal Representation Learning for Out-of-Distribution Recommendation
inferredcites →https://doi.org/10.24963/ijcai.2019/537openalex-snapshot
PD-GAN: Adversarial Learning for Personalized Diversity-Promoting Recommendation
inferredcites →https://doi.org/10.24963/ijcai.2019/584openalex-snapshot
VAEGAN: A Collaborative Filtering Framework based on Adversarial Variational Autoencoders
inferredcites →https://doi.org/10.48550/arxiv.1205.2618openalex-snapshot
BPR: Bayesian Personalized Ranking from Implicit Feedback
inferredcites →https://doi.org/10.48550/arxiv.1705.10513openalex-snapshot
IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval Models
inferredcites →https://doi.org/10.48550/arxiv.2112.10752openalex-snapshot
High-Resolution Image Synthesis with Latent Diffusion Models
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
inferred← citeshttps://doi.org/10.1002/aaai.70029openalex-snapshot
Developing generative recommender systems for government subsidy programs with a new RQ‐VAE model: Wello and the Korean government case
inferred← citeshttps://doi.org/10.1007/978-3-031-73147-1_8openalex-snapshot
Recommendation in the Era of Generative Artificial Intelligence
inferred← citeshttps://doi.org/10.1007/978-3-031-87654-7_5openalex-snapshot
Knowledge Data Modeling in Food Recommendation: A Case Study on Nutritional Values
inferred← citeshttps://doi.org/10.1007/978-3-031-88714-7_23openalex-snapshot
DiffGR: A Discrete Diffusion-Based Model for Personalised Recommendation by Reconstructing User-Item Bipartite Graphs
inferred← citeshttps://doi.org/10.1007/978-3-032-17604-2_16openalex-snapshot
Low-Resource Course Recommendation for Professional Training Associations
inferred← citeshttps://doi.org/10.1007/978-3-032-37670-1_10openalex-snapshot
DiffCold: A Diffusion-Based Generative Model for Cold-Start Item Recommendation
inferred← citeshttps://doi.org/10.1007/978-3-032-37682-4_2openalex-snapshot
Efficient Attribute-Boosted Diffusion Model for Personalized Sequential Recommendation
inferred← citeshttps://doi.org/10.1007/978-3-032-39892-5_28openalex-snapshot
Back to Counting: Conditional Space Graph Representation (CSGR)
inferred← citeshttps://doi.org/10.1007/978-981-92-0363-5_13openalex-snapshot
FlowRec: Prior-Informed Flow Matching for Efficient Sequential Recommendation Generation
inferred← citeshttps://doi.org/10.1007/978-981-92-0363-5_17openalex-snapshot
DiffKGR: Diffusion-Based Virtual Edge Generation for Knowledge Graph Recommendation
inferred← citeshttps://doi.org/10.1007/978-981-92-0363-5_33openalex-snapshot
TIG-Diff: Temporal-Integrated Graph Diffusion for Ranking-Consistent Implicit Feedback Denoising in Recommendation
inferred← citeshttps://doi.org/10.1007/978-981-92-0375-8_25openalex-snapshot
Aggregate, Optimize, and Propagate: A Forward-Forward Algorithm Framework for Graph-Based Recommendation
inferred← citeshttps://doi.org/10.1007/978-981-92-3391-5_30openalex-snapshot
Mitigating Popularity Bias in Recommendation with Diffusion-Contrastive Learning and Gated Alignment
inferred← citeshttps://doi.org/10.1007/978-981-95-1581-3_5openalex-snapshot
Graph Contrastive Learning with Category Awareness for Third-Party Library Recommendation
inferred← citeshttps://doi.org/10.1007/978-981-95-3830-0_4openalex-snapshot
From Static to Dynamic: GNNs-Driven Clinical Decision-Making Assistance
inferred← citeshttps://doi.org/10.1007/978-981-95-4155-3_13openalex-snapshot
Diffusion Multi-behavior Recommender Model
inferred← citeshttps://doi.org/10.1007/978-981-95-6426-2_36openalex-snapshot
DiffSTRec: A Diffusion-Based Framework for Spatiotemporal Next POI Recommendation
inferred← citeshttps://doi.org/10.1007/978-981-96-0850-8_8openalex-snapshot
Sequential Recommendation with Diverse Supervised Contrastive Views
inferred← citeshttps://doi.org/10.1007/978-981-96-6389-7_4openalex-snapshot
Leveraging Auto-distillation and Generative Self-supervised Learning in Residual Graph Transformers for Enhanced Recommender Systems
inferred← citeshttps://doi.org/10.1007/978-981-96-6588-4_30openalex-snapshot
Online Labor Market Task Recommendation via Time-Weighted Diffusion Model
inferred← citeshttps://doi.org/10.1007/978-981-96-6588-4_31openalex-snapshot
Multi-pattern Joint Denoising Diffusion Model for Sequential Recommendation
inferred← citeshttps://doi.org/10.1007/978-981-96-6957-8_8openalex-snapshot
Intent Representation Learning for Sequential Recommendation via Latent Guided Diffusion
inferred← citeshttps://doi.org/10.1007/978-981-96-9815-8_24openalex-snapshot
Knowledge Graph-Guided Diffusion Model for Prescription Recommendation of Traditional Chinese Medicine
inferred← citeshttps://doi.org/10.1007/978-981-96-9881-3_19openalex-snapshot
Alleviating User-Sensitive Bias with Fair Generative Sequential Recommendation Model
inferred← citeshttps://doi.org/10.1007/978-981-96-9884-4_33openalex-snapshot
Tail-Aware Conditional Diffusion Recommender Model
inferred← citeshttps://doi.org/10.1007/978-981-97-2262-4_13openalex-snapshot
Conditional Denoising Diffusion for Sequential Recommendation
inferred← citeshttps://doi.org/10.1007/978-981-97-5489-2_23openalex-snapshot
Diffusion Review-Based Recommendation
inferred← citeshttps://doi.org/10.1007/978-981-97-5495-3_9openalex-snapshot
DICES: Diffusion-Based Contrastive Learning with Knowledge Graphs for Recommendation
inferred← citeshttps://doi.org/10.1007/978-981-97-5555-4_15openalex-snapshot
A Diffusion Model with User Preference Guidance for Recommendation
inferred← citeshttps://doi.org/10.1007/978-981-97-5618-6_1openalex-snapshot
LeadRec: Towards Personalized Sequential Recommendation via Guided Diffusion
inferred← citeshttps://doi.org/10.1007/s00521-026-12427-yopenalex-snapshot
Guided diffusion cross-domain recommendation with consistency alignment
inferred← citeshttps://doi.org/10.1007/s00530-025-01856-9openalex-snapshot
LD4MRec: simplifying and powering diffusion model for multimedia recommendation
inferred← citeshttps://doi.org/10.1007/s00530-026-02622-1openalex-snapshot
DRARec: diffusion-based representation augmentation for multimodal recommendation
inferred← citeshttps://doi.org/10.1007/s00530-026-02669-0openalex-snapshot
DiffDGCL: diffusion model and dynamic graph contrastive learning for multimodal recommendation
inferred← citeshttps://doi.org/10.1007/s00607-025-01564-2openalex-snapshot
Collaborative filtering in the age of AI: foundations, innovations, and emerging trends
inferred← citeshttps://doi.org/10.1007/s00607-026-01682-5openalex-snapshot
SFMD: a stable and efficient flow-matching framework for sequential recommendation
inferred← citeshttps://doi.org/10.1007/s10115-025-02348-yopenalex-snapshot
GDDRec: graph neural diffusion model for diversified recommendation
inferred← citeshttps://doi.org/10.1007/s10115-025-02639-4openalex-snapshot
Leveraging hierarchy-aware diffusion model and knowledge-enhanced contrastive learning for recommendation
inferred← citeshttps://doi.org/10.1007/s10115-025-02652-7openalex-snapshot
Fused modality-enhanced graph convolutional network for multimodal recommendation
inferred← citeshttps://doi.org/10.1007/s10115-026-02735-zopenalex-snapshot
Diffusion-based contrastive learning for multimodal recommendation
inferred← citeshttps://doi.org/10.1007/s10489-025-06800-yopenalex-snapshot
Edge-based graph neighbor filtering network for recommendation
inferred← citeshttps://doi.org/10.1007/s10489-026-07094-4openalex-snapshot
Conditional guided diffusion model in latent space for social recommendation
inferred← citeshttps://doi.org/10.1007/s10791-026-10640-wopenalex-snapshot
Sparsity-aware social recommendation via information graph bottleneck
inferred← citeshttps://doi.org/10.1007/s10844-025-00946-4openalex-snapshot
DiffKD: collaborative graph diffusion with knowledge distillation for multimodal recommendation
inferred← citeshttps://doi.org/10.1007/s10844-025-00986-wopenalex-snapshot
Fusion of diffusion models and intent learning in sequential recommendation
inferred← citeshttps://doi.org/10.1007/s10844-025-01003-wopenalex-snapshot
GCN-diffusion and multi-view contrastive learning for enhanced knowledge recommendation
inferred← citeshttps://doi.org/10.1007/s10844-026-01069-0openalex-snapshot
Multi-view hypergraph disentanglement and diffusion denoising for conversational recommender systems
inferred← citeshttps://doi.org/10.1007/s10844-026-01083-2openalex-snapshot
Knowledge-aware multi-level diffusion contrastive learning for recommendation
inferred← citeshttps://doi.org/10.1007/s10994-026-07066-2openalex-snapshot
KALM4Rec: Keyword-Driven Retrieval-Augmented Large Language Models for Cold-Start User Recommendations
inferred← citeshttps://doi.org/10.1007/s11227-024-06695-5openalex-snapshot
Diffusion social augmentation for social recommendation
inferred← citeshttps://doi.org/10.1007/s11227-026-08879-7openalex-snapshot
SoDRA: purifying social graphs with behavior verification for social recommendations
inferred← citeshttps://doi.org/10.1007/s11280-024-01299-8openalex-snapshot
Category-aware self-supervised graph neural network for session-based recommendation
inferred← citeshttps://doi.org/10.1007/s11760-026-05426-yopenalex-snapshot
A diffusion-based contrastive knowledge graph recommendation
inferred← citeshttps://doi.org/10.1007/s41019-026-00363-9openalex-snapshot
Learning Multi-aspect Shared Representation for Recommendation
inferred← citeshttps://doi.org/10.1007/s44443-026-00612-xopenalex-snapshot
Social graph diffusion and disentangled representations learning for multimodal recommendation
inferred← citeshttps://doi.org/10.1007/s44443-026-00844-xopenalex-snapshot
Beyond graph structure:simplified spectral-aware contrastive collaborative filtering
inferred← citeshttps://doi.org/10.1016/j.compeleceng.2026.110970openalex-snapshot
Fuzzy-enhanced variable weight graph convolutional networks for recommender systems
inferred← citeshttps://doi.org/10.1016/j.datak.2026.102594openalex-snapshot
Conditional diffusion denoising for robust social recommendation with contrastive learning and curriculum learning strategies
inferred← citeshttps://doi.org/10.1016/j.engappai.2024.109471openalex-snapshot
Implicit local–global feature extraction for diffusion sequence recommendation
inferred← citeshttps://doi.org/10.1016/j.engappai.2025.112495openalex-snapshot
ESIGCF: Extremely simplified but intent-enhanced graph collaborative filtering for recommendation
inferred← citeshttps://doi.org/10.1016/j.engappai.2026.114131openalex-snapshot
Dimos: Diffusion model with unified sequential state space for session-based recommendation
inferred← citeshttps://doi.org/10.1016/j.engappai.2026.114944openalex-snapshot
Information gain-based diffusion model for group recommendation
inferred← citeshttps://doi.org/10.1016/j.inffus.2025.103154openalex-snapshot
Dual-view collaboration fusion on diffusion learning for bundle recommendation
inferred← citeshttps://doi.org/10.1016/j.ins.2025.122292openalex-snapshot
RsDiff: Rational score based knowledge graph diffusion for recommendation
inferred← citeshttps://doi.org/10.1016/j.ins.2026.123778openalex-snapshot
Multi-LLM semantic fusion with uncertainty-aware GCNs for personalized recommendation
inferred← citeshttps://doi.org/10.1016/j.ipm.2025.104122openalex-snapshot
Efficient and explainable sequential recommendation with language model
inferred← citeshttps://doi.org/10.1016/j.ipm.2025.104303openalex-snapshot
ConDiff: Conditional graph diffusion model for recommendation
inferred← citeshttps://doi.org/10.1016/j.ipm.2025.104464openalex-snapshot
Compensation as defense: Trusted user guided representation correction learning for poisoned GNN-based recommender systems
inferred← citeshttps://doi.org/10.1016/j.ipm.2026.104955openalex-snapshot
HiDiffRec: Hierarchical User Preference Modeling via Conditional Diffusion for Graph Recommendation
inferred← citeshttps://doi.org/10.1016/j.ipm.2026.104984openalex-snapshot
DDMCL: Meta-path diffusion denoising and multi-view contrastive learning for recommendation
inferred← citeshttps://doi.org/10.1016/j.ipm.2026.105066openalex-snapshot
ED4SBR: Diffusion-driven diversity enhancement for session-based recommendation
inferred← citeshttps://doi.org/10.1016/j.is.2026.102699openalex-snapshot
Deep learning approaches for handling noisy data in collaborative filtering: A survey
inferred← citeshttps://doi.org/10.1016/j.is.2026.102805openalex-snapshot
TIDRec: Mining Time-Evolving Intent Dynamics from timestamped interaction logs for data-intensive sequential recommendation
inferred← citeshttps://doi.org/10.1016/j.knosys.2026.116539openalex-snapshot
SDPDRec: Synergistic Dual-path with Personalized Diffusion for Multimodal Recommendation
inferred← citeshttps://doi.org/10.1016/j.knosys.2026.116660openalex-snapshot
IDiffKG: Deterministic and implicit knowledge graph diffusion for recommendation
inferred← citeshttps://doi.org/10.1016/j.neucom.2024.129208openalex-snapshot
MIMNet: Multi-interest Meta Network with Multi-granularity Target-guided Attention for cross-domain recommendation
inferred← citeshttps://doi.org/10.1016/j.neunet.2025.107204openalex-snapshot
Conditional diffusion model for recommender systems
inferred← citeshttps://doi.org/10.1016/j.neunet.2025.107317openalex-snapshot
Balancing user preferences by social networks: A condition-guided social recommendation model for mitigating popularity bias
inferred← citeshttps://doi.org/10.1016/j.neunet.2025.107695openalex-snapshot
Adversarial regularized diffusion model for fair recommendations
inferred← citeshttps://doi.org/10.1016/j.patcog.2025.112104openalex-snapshot
Neural recommendation by user-item-user and item-user-item relation modeling
inferred← citeshttps://doi.org/10.1016/j.procs.2024.09.567openalex-snapshot
Link Prediction in Bipartite Networks
inferred← citeshttps://doi.org/10.1108/ijicc-07-2025-0392openalex-snapshot
EqStruct-GNN: toward fair recommendation via debiased graph structure learning
inferred← citeshttps://doi.org/10.1109/access.2024.3388299openalex-snapshot
Multi-Resolution Diffusion for Privacy-Sensitive Recommender Systems
inferred← citeshttps://doi.org/10.1109/access.2025.3552102openalex-snapshot
Joint Modeling of Prediction and Behavioral Patterns for Reliable Recommendation With Implicit Feedback
inferred← citeshttps://doi.org/10.1109/access.2026.3721294openalex-snapshot
Conditional Diffusion Denoising and Multi-Source Semantic Fusion for Social Recommendation
inferred← citeshttps://doi.org/10.1109/aiim67611.2025.11233134openalex-snapshot
Generative Models for Recommender Systems: A Comprehensive Survey of Deep Generative Approaches and Large Language Model Integration
inferred← citeshttps://doi.org/10.1109/bibm62325.2024.10822317openalex-snapshot
Improving TCM Prescription Recommendation with Diffusion and Asymmetric Loss
inferred← citeshttps://doi.org/10.1109/bibm66473.2025.11357222openalex-snapshot
Diffusion and Heterogeneous Hierarchical Network-Guided Dosage Prediction for Traditional Chinese Medicine Formula Recommendation
inferred← citeshttps://doi.org/10.1109/bigdata62323.2024.10826051openalex-snapshot
Context-Aware Diffusion-based Sequential Recommendation
inferred← citeshttps://doi.org/10.1109/bigdata66926.2025.11401978openalex-snapshot
Multi-Identifier Leveraging Text-Visual Construction for Multimodal Generative Recommendation
inferred← citeshttps://doi.org/10.1109/bigdata66926.2025.11402411openalex-snapshot
VirtualGCN - Enhancing Graph Collaborative Filtering with Virtual Interactions
inferred← citeshttps://doi.org/10.1109/cbase64041.2024.10824473openalex-snapshot
Recommendation Method Based on Multi-task Learning and Graph Collaborative Filtering
inferred← citeshttps://doi.org/10.1109/ccdc69976.2026.11560084openalex-snapshot
TPDRec:Temporal Plug-In Diffusion Model for Sequential Recommendation
inferred← citeshttps://doi.org/10.1109/cec65147.2025.11043032openalex-snapshot
A Many-objective Hybrid Recommendation Algorithm Based on User Grouping
inferred← citeshttps://doi.org/10.1109/cisat62382.2024.10695308openalex-snapshot
A Diffusion Data Enhancement Retentive Model for Sequential Recommendation
inferred← citeshttps://doi.org/10.1109/cvpr52734.2025.01337openalex-snapshot
DiN: Diffusion Model for Robust Medical VQA with Semantic Noisy Labels
inferred← citeshttps://doi.org/10.1109/cyberscitech68397.2025.00050openalex-snapshot
Generative Cyber-Social Recommenders: Challenges and Future Directions
inferred← citeshttps://doi.org/10.1109/ddcls66240.2025.11065590openalex-snapshot
A Feature-Weighted Attention Diffusion Model for Social Recommendation
inferred← citeshttps://doi.org/10.1109/ddcls66240.2025.11065965openalex-snapshot
Time-Weighted Diffusion Model for Enhanced Sequential Recommendations
inferred← citeshttps://doi.org/10.1109/ddcls71227.2026.11610103openalex-snapshot
AdaCTRec: An Adaptive Collaborative Temporal Recommendation Method
inferred← citeshttps://doi.org/10.1109/dsit61374.2024.10880988openalex-snapshot
DiffGCA: A Diffusion Recommendation Model with Global Attention Mechanism
inferred← citeshttps://doi.org/10.1109/icaibd69640.2026.11637199openalex-snapshot
Comparative Evaluation of Generative AI Models for e-Commerce Product Recommendation
inferred← citeshttps://doi.org/10.1109/icass69550.2026.11547784openalex-snapshot
Empirical Analysis on Different Techniques Affecting Training Time of Recommendation System
inferred← citeshttps://doi.org/10.1109/icassp49660.2025.10889647openalex-snapshot
FedDiffRec: A Module-wise Training Approach for Diffusion-Based Recommendation in Federated Learning
inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11463977openalex-snapshot
Enhancing Guidance for Missing Data in Diffusion-Based Sequential Recommendation
inferred← citeshttps://doi.org/10.1109/icdm59182.2024.00082openalex-snapshot
DifFaiRec: Generative Fair Recommender with Conditional Diffusion Model
inferred← citeshttps://doi.org/10.1109/ichi64645.2025.00039openalex-snapshot
DKGM: A diffusion knowledge graph model for medication recommendation leveraging medical and drug information
inferred← citeshttps://doi.org/10.1109/icodsa67155.2025.11157015openalex-snapshot
Building an Online News Article Recommendation System Using Generative Recommendation
inferred← citeshttps://doi.org/10.1109/ictc62082.2024.10827174openalex-snapshot
Empowering Collaborative Filtering Using Probabilistic Diffusion Models
inferred← citeshttps://doi.org/10.1109/icws62655.2024.00053openalex-snapshot
DiffGCL: Diffusion model-based Graph Contrastive Learning for Service Recommendation
inferred← citeshttps://doi.org/10.1109/icws67624.2025.00089openalex-snapshot
Enhancing Conditional Diffusion Model Robustness in Inference with Optimal Combination Factor
inferred← citeshttps://doi.org/10.1109/icws72778.2026.00043openalex-snapshot
Dual-Diffusion Service Recommendation with External Knowledge Graphs
inferred← citeshttps://doi.org/10.1109/icws72778.2026.00131openalex-snapshot
Social Recommendation with Generative Adversarial Denoising
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11227732openalex-snapshot
Enhancing Sequential Recommendations with Sequence Diffusion Models for Long-Tail Users
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11228091openalex-snapshot
Diffusion Variational Generative Adversarial Model for Collaborative Filtering
inferred← citeshttps://doi.org/10.1109/infocom59046.2026.11571370openalex-snapshot
Frequent Checkpointing through Mergeable Delta Compression and Semi-Reliable Transmission
inferred← citeshttps://doi.org/10.1109/jiot.2024.3446048openalex-snapshot
Diff-DGMN: A Diffusion-Based Dual Graph Multiattention Network for POI Recommendation
inferred← citeshttps://doi.org/10.1109/mwscas60917.2024.10658914openalex-snapshot
Reasonable Sense of Direction: Making Course Recommendations Understandable with LLMs
inferred← citeshttps://doi.org/10.1109/prmvai70103.2026.11605679openalex-snapshot
Recommendation Methods based on Denoising and Preference Learning
inferred← citeshttps://doi.org/10.1109/smc58881.2025.11343237openalex-snapshot
Knowledge Graph-Guided Diffusion Model for Personalized Traditional Chinese Medicine Prescription Recommendation
inferred← citeshttps://doi.org/10.1109/smc58881.2025.11343330openalex-snapshot
IMDRec: Intent-Aware Multi-Interest Modeling with Diffusion-Enhanced Embeddings for Sequential Recommendation
inferred← citeshttps://doi.org/10.1109/spct68223.2025.11406815openalex-snapshot
E-DiffBand: A Recommendation Method Combining Diffusion Models and Multi-Armed Bandit in Embodied AI Environments
inferred← citeshttps://doi.org/10.1109/spic68204.2025.11470739openalex-snapshot
Denoising Diffusion for Enhanced Representation Learning in Sequential Recommendation
inferred← citeshttps://doi.org/10.1109/swc62898.2024.00103openalex-snapshot
BNKG: BERT-based Non-sampling Knowledge Graph Enhanced Recommendation
inferred← citeshttps://doi.org/10.1109/tai.2026.3700980openalex-snapshot
A Diffusion-Based Sequential Recommender via Partial Noise Injection and Cross-Expert Comparison
inferred← citeshttps://doi.org/10.1109/tbdata.2024.3426355openalex-snapshot
Graph Convolutional Networks With Collaborative Feature Fusion for Sequential Recommendation
inferred← citeshttps://doi.org/10.1109/tbdata.2025.3598713openalex-snapshot
DucDiff: Dual-Consistent Diffusion for Uncertainty-Aware Information Diffusion Prediction
inferred← citeshttps://doi.org/10.1109/tbdata.2025.3618453openalex-snapshot
Bridging User Dynamic Preferences: A Unified Bridge-Based Diffusion Model for Next POI Recommendation
inferred← citeshttps://doi.org/10.1109/tce.2025.3593495openalex-snapshot
Graph Diffusion Social Recommendation
inferred← citeshttps://doi.org/10.1109/tcss.2025.3539854openalex-snapshot
GGDHSCL: A Graph Generative Diffusion With Hard Negative Sampling Contrastive Learning Recommendation Method
inferred← citeshttps://doi.org/10.1109/tcss.2025.3573074openalex-snapshot
Balancing Information Perception With Yin-Yang: Agent-Based Adaptive Information Neutrality Model for Recommendation Systems
inferred← citeshttps://doi.org/10.1109/tcss.2026.3667558openalex-snapshot
Hierarchical Information Fusion and Diffusion Sampling to Enhance Streaming Session-Based Recommendation
inferred← citeshttps://doi.org/10.1109/tcss.2026.3675313openalex-snapshot
From User State to Destination: Schrödinger Bridge-Guided Diffusion Model for Personalized Next POI Recommendation
inferred← citeshttps://doi.org/10.1109/tcss.2026.3679831openalex-snapshot
Guided Diffusion Cross-Domain Recommendation With Bilateral Alignment
inferred← citeshttps://doi.org/10.1109/tcsvt.2025.3641900openalex-snapshot
DRFusionRec: Enhancing Rationality and Diversity in Garment Recommendations
inferred← citeshttps://doi.org/10.1109/tits.2025.3591211openalex-snapshot
A Diffusion-TGAN Framework for Spatio-Temporal Speed Imputation and Trajectory Reconstruction
inferred← citeshttps://doi.org/10.1109/tkde.2023.3324312openalex-snapshot
TiCoSeRec: Augmenting Data to Uniform Sequences by Time Intervals for Effective Recommendation
inferred← citeshttps://doi.org/10.1109/tkde.2025.3540912openalex-snapshot
CoLLM: Integrating Collaborative Embeddings Into Large Language Models for Recommendation
inferred← citeshttps://doi.org/10.1109/tkde.2025.3581571openalex-snapshot
Contrastive Variational Group Recommendation With Data-Agnostic Augmentation
inferred← citeshttps://doi.org/10.1109/tkde.2025.3582767openalex-snapshot
Mask Diffusion-Based Contrastive Learning for Knowledge-Aware Recommendation
inferred← citeshttps://doi.org/10.1109/tkde.2025.3591503openalex-snapshot
Latent Factor Modeling With Expert Network for Multi-Behavior Recommendation
inferred← citeshttps://doi.org/10.1109/tkde.2025.3600103openalex-snapshot
Score-Based Generative Diffusion Models for Social Recommendations
inferred← citeshttps://doi.org/10.1109/tkde.2025.3611270openalex-snapshot
GDiffMAE: Guided Diffusion Enhanced Mask Graph AutoEncoder for Recommendation
inferred← citeshttps://doi.org/10.1109/tkde.2025.3620600openalex-snapshot
Interest-Aware Graph Contrastive Learning for Recommendation With Diffusion-Based Augmentation
inferred← citeshttps://doi.org/10.1109/tkde.2026.3681070openalex-snapshot
SemDiff: Semantic Guided Diffusion-Based Collaborative Filtering Framework
inferred← citeshttps://doi.org/10.1109/tkde.2026.3704986openalex-snapshot
Memory Is No Longer a Bottleneck: Memory-Efficient Graph Filtering for Scalable Collaborative Filtering
inferred← citeshttps://doi.org/10.1109/tkde.2026.3706381openalex-snapshot
Adaptive Graph Convolution With Diffusion Models for Multimodal Recommendation
inferred← citeshttps://doi.org/10.1109/tkde.2026.3722938openalex-snapshot
Collaborative-Guided Diffusion for Sequential Recommendation
inferred← citeshttps://doi.org/10.1109/tlt.2024.3492214openalex-snapshot
A Diffusion-Based Cognitive Diagnosis Framework for Robust Learner Assessment
inferred← citeshttps://doi.org/10.1109/tmm.2026.3679053openalex-snapshot
IGDMRec: Behavior Conditioned Item Graph Diffusion for Multimodal Recommendation
inferred← citeshttps://doi.org/10.1109/tnnls.2024.3491827openalex-snapshot
G-Diff: A Graph-Based Decoding Network for Diffusion Recommender Model
inferred← citeshttps://doi.org/10.1109/tnnls.2025.3583509openalex-snapshot
DiffCL: A Diffusion-Based Contrastive Learning Framework With Semantic Alignment for Multimodal Recommendations
inferred← citeshttps://doi.org/10.1109/tnnls.2025.3646605openalex-snapshot
Diffusion-Augmented Graph Contrastive Learning for Knowledge-Aware Recommendation
inferred← citeshttps://doi.org/10.1109/tpami.2025.3614385openalex-snapshot
Clustering Diffusion Model With Frequency-Signal Modulation for Variational Graph Autoencoders
inferred← citeshttps://doi.org/10.1109/tsc.2025.3562352openalex-snapshot
HGDRec:Next POI Recommendation Based on Hypergraph Neural Network and Diffusion Model
inferred← citeshttps://doi.org/10.1109/tsc.2025.3570853openalex-snapshot
DMSDRec: Dynamic Structure-Aware Graph Masked Autoencoder and Spatiotemporal Diffusion for Next-POI Recommendation
inferred← citeshttps://doi.org/10.1109/tsc.2025.3596891openalex-snapshot
DiffMSR: A Multi-Semantic Graph Diffusion Model for Service Recommendation
inferred← citeshttps://doi.org/10.1109/tsc.2025.3646723openalex-snapshot
Graph-Based Diffusion Model for Service Recommendation
inferred← citeshttps://doi.org/10.1109/tsc.2026.3702081openalex-snapshot
MS$^{2}$-Diff: Multi-View Guided Diffusion With Active Retrieval for Service Generative Recommendation
inferred← citeshttps://doi.org/10.1109/tsmc.2025.3624447openalex-snapshot
Graph Contrastive Learning With Diffusion-Based Transfer for Cross-Domain Recommender System
inferred← citeshttps://doi.org/10.1109/tsmc.2026.3657816openalex-snapshot
Latent Diffusion Model for Social Recommendation
inferred← citeshttps://doi.org/10.1109/wi-iat67162.2025.00035openalex-snapshot
Personalized Noise Diffusion Recommender Model
inferred← citeshttps://doi.org/10.1145/3589335.3641303openalex-snapshot
The 2nd Workshop on Recommendation with Generative Models
inferred← citeshttps://doi.org/10.1145/3589335.3651951openalex-snapshot
Diffusion Recommendation with Implicit Sequence Influence
inferred← citeshttps://doi.org/10.1145/3616855.3635816openalex-snapshot
LabelCraft: Empowering Short Video Recommendations with Automated Label Crafting
inferred← citeshttps://doi.org/10.1145/3616855.3635850openalex-snapshot
DiffKG: Knowledge Graph Diffusion Model for Recommendation
inferred← citeshttps://doi.org/10.1145/3617598openalex-snapshot
Modeling Users’ Curiosity in Recommender Systems
inferred← citeshttps://doi.org/10.1145/3626772.3657719openalex-snapshot
Diffusion Models for Generative Outfit Recommendation
inferred← citeshttps://doi.org/10.1145/3626772.3657742openalex-snapshot
Collaborative Filtering Based on Diffusion Models: Unveiling the Potential of High-Order Connectivity
inferred← citeshttps://doi.org/10.1145/3626772.3657759openalex-snapshot
Graph Signal Diffusion Model for Collaborative Filtering
inferred← citeshttps://doi.org/10.1145/3626772.3657799openalex-snapshot
CaDRec: Contextualized and Debiased Recommender Model
inferred← citeshttps://doi.org/10.1145/3626772.3657809openalex-snapshot
NFARec: A Negative Feedback-Aware Recommender Model
inferred← citeshttps://doi.org/10.1145/3626772.3657825openalex-snapshot
Denoising Diffusion Recommender Model
inferred← citeshttps://doi.org/10.1145/3626772.3657916openalex-snapshot
Turbo-CF: Matrix Decomposition-Free Graph Filtering for Fast Recommendation
inferred← citeshttps://doi.org/10.1145/3626772.3657962openalex-snapshot
Graph Diffusive Self-Supervised Learning for Social Recommendation
inferred← citeshttps://doi.org/10.1145/3626772.3657982openalex-snapshot
Gen-IR @ SIGIR 2024: The Second Workshop on Generative Information Retrieval
inferred← citeshttps://doi.org/10.1145/3627673.3679630openalex-snapshot
RecDiff: Diffusion Model for Social Recommendation
inferred← citeshttps://doi.org/10.1145/3627673.3679692openalex-snapshot
Content-Based Collaborative Generation for Recommender Systems
inferred← citeshttps://doi.org/10.1145/3627673.3679849openalex-snapshot
Enhancing Click-through Rate Prediction in Recommendation Domain with Search Query Representation
inferred← citeshttps://doi.org/10.1145/3637528.3671863openalex-snapshot
Latent Diffusion-based Data Augmentation for Continuous-Time Dynamic Graph Model
inferred← citeshttps://doi.org/10.1145/3640457.3688064openalex-snapshot
Fair Augmentation for Graph Collaborative Filtering
inferred← citeshttps://doi.org/10.1145/3640457.3688073openalex-snapshot
Revisiting BPR: A Replicability Study of a Common Recommender System Baseline
inferred← citeshttps://doi.org/10.1145/3640457.3688123openalex-snapshot
Bridging Search and Recommendation in Generative Retrieval: Does One Task Help the Other?
inferred← citeshttps://doi.org/10.1145/3663364openalex-snapshot
A Survey on Variational Autoencoders in Recommender Systems
inferred← citeshttps://doi.org/10.1145/3664647.3681438openalex-snapshot
Conditional Diffusion Model for Open-ended Video Question Answering
inferred← citeshttps://doi.org/10.1145/3666088openalex-snapshot
Adversarial Item Promotion on Visually-Aware Recommender Systems by Guided Diffusion
inferred← citeshttps://doi.org/10.1145/3672608.3707821openalex-snapshot
An Adversarial Model with Diffusion for Robust Recommendation against Shilling Attack
inferred← citeshttps://doi.org/10.1145/3688570openalex-snapshot
Federated Recommender System Based on Diffusion Augmentation and Guided Denoising
inferred← citeshttps://doi.org/10.1145/3690624.3709216openalex-snapshot
Controlling Diversity at Inference: Guiding Diffusion Recommender Models with Targeted Category Preferences
inferred← citeshttps://doi.org/10.1145/3690624.3709220openalex-snapshot
Exploring Preference-Guided Diffusion Model for Cross-Domain Recommendation
inferred← citeshttps://doi.org/10.1145/3690624.3709313openalex-snapshot
Contextual Generative Auction with Permutation-level Externalities for Online Advertising
inferred← citeshttps://doi.org/10.1145/3690624.3709317openalex-snapshot
Diffusion-Inspired Cold Start with Sufficient Prior in Computerized Adaptive Testing
inferred← citeshttps://doi.org/10.1145/3696410.3714565openalex-snapshot
MixRec: Individual and Collective Mixing Empowers Data Augmentation for Recommender Systems
inferred← citeshttps://doi.org/10.1145/3696410.3714683openalex-snapshot
Model-Agnostic Social Network Refinement with Diffusion Models for Robust Social Recommendation
inferred← citeshttps://doi.org/10.1145/3696410.3714799openalex-snapshot
Criteria-Aware Graph Filtering: Extremely Fast Yet Accurate Multi-Criteria Recommendation
inferred← citeshttps://doi.org/10.1145/3696410.3714804openalex-snapshot
Hyperbolic Variational Graph Auto-Encoder for Next POI Recommendation
inferred← citeshttps://doi.org/10.1145/3696410.3714829openalex-snapshot
Unleashing the Potential of Two-Tower Models: Diffusion-Based Cross-Interaction for Large-Scale Matching
inferred← citeshttps://doi.org/10.1145/3696410.3714843openalex-snapshot
Personalized Image Generation with Large Multimodal Models
inferred← citeshttps://doi.org/10.1145/3696410.3714848openalex-snapshot
Distributionally Robust Graph Out-of-Distribution Recommendation via Diffusion Model
inferred← citeshttps://doi.org/10.1145/3696410.3714849openalex-snapshot
Graph Representation Learning via Causal Diffusion for Out-of-Distribution Recommendation
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