Awesome Adversarial Learning on Recommender System (Updating)

Contents

• Attack
  • 2020
  • 2019
  • 2018
  • 2017
  • 2016
• Defense
  • 2020
  • 2019
  • 2018
  • 2017
  • 2016
• Survey
• Resource

Attack

🔙

2020

• 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], [🔥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], [🔥Code]

2019

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

2018

• Poisoning attacks to graph-based recommender systems, Annual Computer Security Applications Conference (ACSAC), [📝Paper], [🔥Code]

2017

• 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]

2016

• Data Poisoning Attacks on Factorization-Based Collaborative Filtering, NIPS, [📝Paper], [🔥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]

Defense

🔙

• Abstract Interpretation based Robustness Certification for Graph Convolutional Networks, ECAI, [📝Paper]

2020

• 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]

2019

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

2018

• Adversarial Personalized Ranking for Recommendation, SIGIR, [📝Paper], [🔥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]

2017

• 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]

2016

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

Survey

🔙

• 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]

Resource

🔙

• Awesome Graph Adversarial Learning, [:octocat:Link]
• Awesome Graph Attack and Defense Papers, [:octocat:Link]
• Graph Adversarial Learning Literature, [:octocat:Link]
• A Complete List of All (arXiv) Adversarial Example Papers, [🌐Link]