Awesome Adversarial Learning on Recommender System (Updating)

Attack

Data Poisoning Attacks on Neighborhood-based Recommender Systems, ETT, 📝Paper
Attacking Black-box Recommendations via Copying Cross-domain User Profiles, Arxiv, 📝Paper
Attacking Black-box Recommendations via Copying Cross-domain User Profiles, Arxiv, 📝Paper
Adversarial Attacks and Detection on Reinforcement Learning-Based Interactive Recommender Systems, Arxiv, 📝Paper
Adversarial Attacks on Linear Contextual Bandits, Arxiv, 📝Paper
Adversarial Item Promotion: Vulnerabilities at the Core of Top-N Recommenders that Use Images to Address Cold Start, Arxiv, 📝Paper, :octocat:Code
Influence Function based Data Poisoning Attacks to Top-N Recommender Systems, WWW, 📝Paper
TAaMR: Targeted Adversarial Attack against Multimedia Recommender Systems, Dependable and Secure Machine Learning (DSML), 📝Paper, :octocat:Code

Adversarial Attacks on an Oblivious Recommender, RecSys, 📝Paper
Targeted Poisoning Attacks on Social Recommender Systems, IEEE Global Communications Conference (GLOBECOM), 📝Paper

Poisoning attacks to graph-based recommender systems, Annual Computer Security Applications Conference (ACSAC), 📝Paper, :octocat:Code

Fake Co-visitation Injection Attacks to Recommender Systems, NDSS, 📝Paper
Hybrid attacks on model-based social recommender systems, Physica A: Statistical Mechanics and its Applications, 📝Paper

Data Poisoning Attacks on Factorization-Based Collaborative Filtering, NIPS, 📝Paper, :octocat:Code
Segment-Focused Shilling Attacks against Recommendation Algorithms in Binary Ratings-based Recommender Systems, International Journal of Hybrid Information Technology, 📝Paper
Shilling attack detection in collaborative filtering recommender system by PCA detection and perturbation, International Conference on Wavelet Analysis and Pattern Recognition (ICWAPR), 📝Paper
Shilling attack models in recommender system, International Conference on Inventive Computation Technologies (ICICT), 📝Paper

A Robust Hierarchical Graph Convolutional Network Model for Collaborative Filtering, Arxiv, 📝Paper
Adversarial Collaborative Auto-encoder for Top-N Recommendation, Arxiv, 📝Paper
Adversarial Attacks and Detection on Reinforcement Learning-Based Interactive Recommender Systems, Arxiv, 📝Paper
Adversarial Learning to Compare: Self-Attentive Prospective Customer Recommendation in Location based Social Networks, WSDM, 📝Paper
Certifiable Robustness to Discrete Adversarial Perturbations for Factorization Machines, SIGIR, 📝Paper
Directional Adversarial Training for Recommender Systems, ECAI, 📝Paper

Adversarial Training Towards Robust Multimedia Recommender System, TKDE, 📝Paper, :octocat:Code
Adversarial Collaborative Neural Network for Robust Recommendation, SIGIR, 📝Paper
Adversarial Mahalanobis Distance-based Attentive Song Recommender for Automatic Playlist Continuation, SIGIR, 📝Paper, :octocat:Code
Adversarial tensor factorization for context-aware recommendation, RecSys, 📝Paper, [:octocat:Code]
Adversarial Training-Based Mean Bayesian Personalized Ranking for Recommender System, IEEE Access, 📝Paper

Adversarial Personalized Ranking for Recommendation, SIGIR, 📝Paper, :octocat:Code
A shilling attack detector based on convolutional neural network for collaborative recommender system in social aware network, The Computer Journal, 📝Paper
Adversarial Sampling and Training for Semi-Supervised Information Retrieval, WWW, 📝Paper
Enhancing the Robustness of Neural Collaborative Filtering Systems Under Malicious Attacks, IEEE Transactions on Multimedia, 📝Paper
Privacy-Aware Recommendation with Private-Attribute Protection using Adversarial Learning, WSDM, 📝Paper

Detecting Abnormal Profiles in Collaborative Filtering Recommender Systems, Journal of Intelligent Information Systems, 📝Paper
Detection of Proﬁle Injection Attacks in Social Recommender Systems Using Outlier Analysis, IEEE Big Data, 📝Paper
Prevention of shilling attack in recommender systems using discrete wavelet transform and support vector machine, Eighth International Conference on Advanced Computing (ICoAC), 📝Paper

Discovering shilling groups in a real e-commerce platform, Online Information Review, 📝Paper

Adversarial Machine Learning in Recommender Systems: State of the art and Challenges, Arxiv2020, 📝Paper
A Survey of Adversarial Learning on Graphs, Arxiv2020, 📝Paper
Adversarial Attacks and Defenses on Graphs: A Review and Empirical Study, Arxiv2020, 📝Paper
Adversarial Attacks and Defenses in Images, Graphs and Text: A Review, Arxiv2019, 📝Paper
Adversarial Attack and Defense on Graph Data: A Survey, Arxiv2018, 📝Paper