Repository files navigation Shilling Attack and Defense on Recommender System (Updating)
Attacking Click-through Rate Predictors via Generating Realistic Fake Samples , TKDD . 📝Paper Uplift Modeling for Target User Attacks on Recommender Systems , arXiv . 📝Paper ToDA: Target-oriented Diffusion Attacker against Recommendation System , arXiv . 📝Paper Collaborative Denoising Shilling Attack for Recommendation Systems , CSCWD . 📝Paper A Novel Shilling Attack on Black-Box Recommendation Systems for Multiple Targets , IDA . 📝Paper PARL: Poisoning Attacks Against Reinforcement Learning-based Recommender Systems , AsiaCCS . 📝Paper , 📃Code Accelerating the Surrogate Retraining for Poisoning Attacks against Recommender Systems , RecSys . 📝Paper , 📃Code Poisoning Federated Recommender Systems with Fake Users , WWW . 📝Paper ClusterPoison: Poisoning Attacks on Recommender Systems with Limited Fake Users , IEEE Commun. Mag. . 📝Paper , 📃Code Eyes on Federated Recommendation: Targeted Poisoning With Competition and Its Mitigation , IEEE Trans. Inf. Forensics Secur. . 📝Paper Poisoning Decentralized Collaborative Recommender System and Its Countermeasures , SIGIR . 📝Paper
Adversarial Attacks for Black-Box Recommender Systems via Copying Transferable Cross-Domain User Profiles , TKDE . 📝Paper Influence-Driven Data Poisoning for Robust Recommender Systems , TPAMI . 📝Paper , 📃Code Planning Data Poisoning Attacks on Heterogeneous Recommender Systems in a Multiplayer Setting , ICDE . 📝Paper , 📃Code Poisoning GNN-based Recommender Systems with Generative Surrogate-based Attacks , TOIS . 📝Paper Poisoning Self-supervised Learning Based Sequential Recommendations , SIGIR . 📝Paper , 📃Code Practical Cross-System Shilling Attacks with Limited Access to Data , AAAI . 📝Paper , 📃Code Revisiting Item Promotion in GNN-Based Collaborative Filtering: A Masked Targeted Topological Attack Perspective , AAAI . 📝Paper Shilling Black-box Review-based Recommender Systems through Fake Review Generation , KDD . 📝Paper , 📃Code Single-User Injection for Invisible Shilling Attack against Recommender Systems , CIKM . 📝Paper , 📃Code Targeted Shilling Attacks on GNN-based Recommender Systems , CIKM . 📝Paper The Dark Side of Explanations: Poisoning Recommender Systems with Counterfactual Examples , SIGIR . 📝Paper UA-FedRec: Untargeted Attack on Federated News Recommendation , KDD . 📝Paper , 📃Code Untargeted Black-box Attacks for Social Recommendations , arXiv . 📝Paper Targeted Data Poisoning Attack on News Recommendation System by Content Perturbation , arXiv . 📝Paper Poisoning Attacks Against Contrastive Recommender Systems , arXiv . 📝Paper Topic-oriented Adversarial Attacks against Black-box Neural Ranking Models , arXiv . 📝Paper
FedAttack: Effective and Covert Poisoning Attack on Federated Recommendation via Hard Sampling , KDD . 📝Paper , 📃Code Gray-Box Shilling Attack: An Adversarial Learning Approach , TIST . 📝Paper Knowledge-enhanced Black-box Attacks for Recommendations , KDD . 📝Paper PipAttack: Poisoning Federated Recommender Systems for Manipulating Item Promotion , WSDM . 📝Paper Revisiting Injective Attacks on Recommender Systems , NeurIPS . 📝Paper Shilling Black-box Recommender Systems by Learning to Generate Fake User Profiles , TNNLS . 📝Paper , 📃Code
A Black-Box Attack Model for Visually-Aware Recommender Systems , NDSS . 📝Paper , 📃Code Attacking Black-box Recommendations via Copying Cross-domain User Profiles , ICDE . 📝Paper Attacking Recommender Systems With Plausible Profile , TIFS . 📝Paper Black-Box Attacks on Sequential Recommenders via Data-Free Model Extraction , RecSys . 📝Paper , 📃Code Data Poisoning Attack against Recommender System Using Incomplete and Perturbed Data , KDD . 📝Paper Data Poisoning Attacks to Deep Learning Based Recommender Systems , NDSS . 📝Paper Ready for Emerging Threats to Recommender Systems? A Graph Convolution-based Generative Shilling Attack , Information Sciences . 📝Paper Reverse Attack: Black-box Attacks on Collaborative Recommendation , CCS . 📝Paper Triple Adversarial Learning for Influence based Poisoning Attack in Recommender Systems , KDD . 📝Paper , 📃Code
Attacking Recommender Systems with Augmented User Profiles , CIKM . 📝Paper , 📃Code How Dataset Characteristics Affect the Robustness of Collaborative Recommendation Modelss , SIGIR . 📝Paper Influence Function based Data Poisoning Attacks to Top-N Recommender Systems , WWW . 📝Paper PoisonRec: An Adaptive Data Poisoning Framework for Attacking Black-box Recommender Systems , ICDE . 📝Paper Practical Data Poisoning Attack against Next-Item Recommendation , WWW . 📝Paper Revisiting Adversarially Learned Injection Attacks Against Recommender Systems. , RecSys . 📝Paper , 📃Code
Adversarial Attacks on an Oblivious Recommender , RecSys . 📝Paper Data Poisoning Attacks on Cross-domain RecommendationData Poisoning Attacks on Cross-domain Recommendation , CIKM . 📝Paper
Poisoning Attacks to Graph-Based Recommender Systems , ACSAC . 📝Paper
Fake Co-visitation Injection Attacks to Recommender Systems , NDSS . 📝Paper
Data Poisoning Attacks on Factorization-Based Collaborative Filtering , NeurIPS . 📝Paper
Collaborative Filtering Under a Sybil Attack: Analysis of a Privacy Threat , EuroSec . 📝Paper
Assessing Impacts of a Power User Attack on a Matrix Factorization Collaborative Recommender System , FLAIRS . 📝Paper Attacking Item-Based Recommender Systems with Power Items , RecSys . 📝Paper Evil Twins: Modeling Power Users in Attacks on Recommender Systems , UMAP . 📝Paper
Shilling Attacks against Memory-Based Privacy-Preserving Recommendation Algorithms , TIIS . 📝Paper Take This Personally: Pollution Attacks on Personalized Services , USENIX Security Symposium . 📝Paper When Power Users Attack: Assessing Impacts in Collaborative Recommender Systems , RecSys . 📝Paper
Effective Attack Models for Shilling Item-Based Collaborative Filtering System , WEBKDD . 📝Paper Limited Knowledge Shilling Attacks in Collaborative Filtering Systems , IJCAI . 📝Paper Recommender Systems: Attack Types and Strategies , AAAI . 📝Paper Segment-Based Injection Attacks against Collaborative Filtering Recommender Systems , ICDM . 📝Paper
Shilling Recommender Systems for Fun and Profit , WWW . 📝Paper
Promoting Recommendations: An Attack on Collaborative Filtering , DEXA . 📝Paper
Detecting Group Shilling Attacks in Recommender Systems Based On User Multi-dimensional Features And Collusive Behaviour Analysis , Comput. J. . 📝Paper Unveiling Vulnerabilities of Contrastive Recommender Systems to Poisoning Attacks , KDD . 📝Paper , 📃Code Poison-Tolerant Collaborative Filtering Against Poisoning Attacks on Recommender Systems , IEEE Trans. Dependable Secur. Comput. . 📝Paper Robust Federated Contrastive Recommender System against Model Poisoning Attack , arXiv . 📝Paper LoRec: Large Language Model for Robust Sequential Recommendation against Poisoning Attacks , arXiv . 📝Paper
Anti-FakeU: Defending Shilling Attacks on Graph Neural Network based Recommender Model , WWW . 📝Paper Enhancing Adversarial Robustness of Multi-modal Recommendation via Modality Balancing , MM . 📝Paper Influence-Driven Data Poisoning for Robust Recommender Systems , TPAMI . 📝Paper On the Vulnerability of Graph Learning-based Collaborative Filtering , TOIS . 📝Paper Towards Adversarially Robust Recommendation from Adaptive Fraudster Detection , TIFS . 📝Paper PORE: Provably Robust Recommender Systems against Data Poisoning Attacks , arXiv . 📝Paper , 📃Code Toward Robust Recommendation via Real-time Vicinal Defense , arXiv . 📝Paper
Defending Substitution-Based Profile Pollution Attacks on Sequential Recommenders , RecSys . 📝Paper , 📃Code Detect Professional Malicious User With Metric Learning in Recommender Systems , TKDE . 📝Paper RGRecSys: A Toolkit for Robustness Evaluation of Recommender Systems , WSDM . 📝Paper , 📃Code Three Birds with One Stone: User Intention Understanding and Influential Neighbor Disclosure for Injection Attack Detection , TIFS . 📝Paper Towards Robust Recommender Systems via Triple Cooperative Defense , WISE . 📝Paper , 📃Code
Fight Fire with Fire: Towards Robust Recommender Systems via Adversarial Poisoning Training , SIGIR . 📝Paper , 📃Code Identification of Malicious Injection Attacks in Dense Rating and Co-Visitation Behaviors , TIFS . 📝Paper
GCN-Based User Representation Learning for Unifying Robust Recommendation and Fraudster Detection , SIGIR . 📝Paper , 📃Code On Detecting Data Pollution Attacks On Recommender Systems Using Sequential GANs , arXiv . 📝Paper
Enhancing the Robustness of Neural Collaborative Filtering Systems under Malicious Attacks , TMM . 📝Paper Evaluating Recommender System Stability with Influence-Guided Fuzzing , AAAI . 📝Paper Quick and Accurate Attack Detection in Recommender Systems through User Attributes , RecSys . 📝Paper
Unorganized Malicious Attacks Detection , NeurIPS . 📝Paper
Detecting Abnormal Profiles in Collaborative Filtering Recommender Systems , JIIS . 📝Paper
Re-Scale Adaboost for Attack Detection in Collaborative Filtering Recommender Systems , KBS . 📝Paper
Catch the Black Sheep: Unified Framework for Shilling Attack Detection Based on Fraudulent Action Propagation , IJCAI . 📝Paper , 📃Code Mitigating Power User Attacks on a User-Based Collaborative Recommender System , FLAIRS . 📝Paper Shilling Attacks Detection in Recommender Systems Based on Target Item Analysis , PloS One . 📝Paper
Defending Recommender Systems by Influence Analysis , Information Retrieval . 📝Paper
Stability of Matrix Factorization for Collaborative Filtering , ICML . 📝Paper
Unsupervised Strategies for Shilling Detection and Robust Collaborative Filtering , UMUAI . 📝Paper
Attack Resistant Collaborative Filtering , SIGIR . 📝Paper Unsupervised Retrieval of Attack Profiles in Collaborative Recommender Systems , RecSys . 📝Paper
Defending Recommender Systems: Detection of Profile Injection Attacks , SOCA . 📝Paper Robust Collaborative Filtering , RecSys . 📝Paper Robustness of Collaborative Recommendation Based on Association Rule Mining , RecSys . 📝Paper The Influence Limiter: Provably Manipulation-Resistant Recommender Systems , RecSys . 📝Paper Toward trustworthy recommender systems: An Analysis of Attack Models and Algorithm Robustness , TOIT . 📝Paper Unsupervised Shilling Detection for Collaborative Filtering , AAAI . 📝Paper
Classification Features for Attack Detection in Collaborative Recommender Systems , KDD . 📝Paper Detection of Obfuscated Attacks in Collaborative Recommender Systems , ECAI Workshop on Recommender Systems . 📝Paper Securing Collaborative Filtering against Malicious Attacks through Anomaly Detection , ITWP . 📝Paper The Impact of Attack Profile Classification on the Robustness of Collaborative Recommendation , WEBKDD . 📝Paper
Analysis and Detection of Segment-Focused Attacks against Collaborative Recommendation , WEBKDD . 📝Paper Finding Group Shilling in Recommendation System , WWW . 📝Paper Identifying Attack Models for Secure Recommendation , Beyond Personalization IUI . 📝Paper Preventing Shilling Attacks in Online Recommender Systems , WIDM . 📝Paper
Manipulating Recommender Systems: A Survey of Poisoning Attacks and Countermeasures , arXiv . 📝Paper Towards Robust Recommendation: A Review and an Adversarial Robustness Evaluation Library , arXiv . 📝Paper Poisoning Attacks against Recommender Systems: A Survey , arXiv . 📝Paper , 📃Code
Latest Trends of Security and Privacy in Recommender Systems: A Comprehensive Review and Future Perspectives , Computers & Security . 📝Paper A Survey for Trust-Aware Recommender Systems: A Deep Learning Perspective , KBS . 📝Paper Trustworthy Recommender Systems , arXiv . 📝Paper A Survey on Trustworthy Recommender Systems , arXiv . 📝Paper A Comprehensive Survey on Trustworthy Recommender Systems , arXiv . 📝Paper
A Survey on Adversarial Recommender Systems: From Attack/Defense Strategies to Generative Adversarial Networks , ACM Computing Surveys . 📝Paper
Shilling Attacks against Collaborative Recommender Systems: A Review , Artificial Intelligence Review . 📝Paper
Shilling Attacks against Recommender Systems: A Comprehensive Survey , Artificial Intelligence Review . 📝Paper
A Survey of Attack-Resistant Collaborative Filtering Algorithms , Data Engineering Bulletin Issues . 📝Paper A Survey of Collaborative Recommendation and the Robustness of Model-Based Algorithms , Data Engineering Bulletin Issues . 📝Paper
Trustworthy Recommender Systems: Foundations and Frontiers , KDD & The Web Conference . 🌐Website Trustworthy Recommender Systems: Technical, Ethical, Legal, and Regulatory Perspectives , RecSys . 🌐Website
Adversarial Machine Learning in Recommender Systems , WSDM & RecSys & ECIR . 🌐Website
RecAD: Towards A Unified Library for Recommender Attack and Defense , RecSys . 📝Paper , 📃Code
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