Weakly Supervised Contrastive Adversarial Training for Learning Robust Features from Semi-supervised Data

Lilin Zhang, Chengpei Wu, Ning Yang*.

[arxiv, html, code]

Improving Adversarial Robustness for Recommendation Model via Cross-Domain Distributional Adversarial Training

Jingyu Chen, Lilin Zhang, Ning Yang*.

[html, code]

Provable Unrestricted Adversarial Training without Compromise with Generalizability

Lilin Zhang, Ning Yang*, Yanchao Sun, Philip S. Yu.

[arxiv, html, code]

Adaptive Fair Representation Learning for Personalized Fairness in Recommendations via Information Alignment

Xinyu Zhu, Lilin Zhang, Ning Yang*.

[arxiv, html, code]

Contrastive Collaborative Filtering for Cold-Start Item Recommendation

Zhihui Zhou, Lilin Zhang, Ning Yang*.

[arxiv, html, code]