Rate Distortion Tradeoff in Private Read Update Write in Federated Submodel Learning

Authors: Sajani Vithana, Sennur Ulukus | Published: 2022-06-07

Group privacy for personalized federated learning

Authors: Filippo Galli, Sayan Biswas, Kangsoo Jung, Tommaso Cucinotta, Catuscia Palamidessi | Published: 2022-06-07 | Updated: 2022-09-04

Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?

Authors: Huiyu Li, Nicholas Ayache, Hervé Delingette | Published: 2022-06-07

Building Robust Ensembles via Margin Boosting

Authors: Dinghuai Zhang, Hongyang Zhang, Aaron Courville, Yoshua Bengio, Pradeep Ravikumar, Arun Sai Suggala | Published: 2022-06-07

Improving Adversarial Robustness by Putting More Regularizations on Less Robust Samples

Authors: Dongyoon Yang, Insung Kong, Yongdai Kim | Published: 2022-06-07 | Updated: 2023-06-01

Subject Membership Inference Attacks in Federated Learning

Authors: Anshuman Suri, Pallika Kanani, Virendra J. Marathe, Daniel W. Peterson | Published: 2022-06-07 | Updated: 2023-06-02

FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning

Authors: Tao Qi, Fangzhao Wu, Chuhan Wu, Lingjuan Lyu, Tong Xu, Zhongliang Yang, Yongfeng Huang, Xing Xie | Published: 2022-06-07 | Updated: 2022-10-31

Sampling without Replacement Leads to Faster Rates in Finite-Sum Minimax Optimization

Authors: Aniket Das, Bernhard Schölkopf, Michael Muehlebach | Published: 2022-06-07 | Updated: 2022-10-10

RORL: Robust Offline Reinforcement Learning via Conservative Smoothing

Authors: Rui Yang, Chenjia Bai, Xiaoteng Ma, Zhaoran Wang, Chongjie Zhang, Lei Han | Published: 2022-06-06 | Updated: 2022-10-22

Deep Reinforcement Learning for Cybersecurity Threat Detection and Protection: A Review

Authors: Mohit Sewak, Sanjay K. Sahay, Hemant Rathore | Published: 2022-06-06