Privacy-preserving Similarity Calculation of Speaker Features Using Fully Homomorphic Encryption
Authors: Yogachandran Rahulamathavan | Published: 2022-02-16 | Updated: 2022-03-14
Algorithm Design
A Characterization of Semi-Supervised Adversarially-Robust PAC Learnability
Authors: Idan Attias, Steve Hanneke, Yishay Mansour | Published: 2022-02-11 | Updated: 2024-05-05
Personalization Improves Privacy-Accuracy Tradeoffs in Federated Learning
Authors: Alberto Bietti, Chen-Yu Wei, Miroslav Dudík, John Langford, Zhiwei Steven Wu | Published: 2022-02-10 | Updated: 2022-07-15
Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-start
Authors: Riccardo Grazzi, Massimiliano Pontil, Saverio Salzo | Published: 2022-02-07 | Updated: 2023-11-16
A Robust Phased Elimination Algorithm for Corruption-Tolerant Gaussian Process Bandits
Authors: Ilija Bogunovic, Zihan Li, Andreas Krause, Jonathan Scarlett | Published: 2022-02-03 | Updated: 2022-03-28
Byzantine-Robust Decentralized Learning via ClippedGossip
Authors: Lie He, Sai Praneeth Karimireddy, Martin Jaggi | Published: 2022-02-03 | Updated: 2023-04-20
A General Framework for Evaluating Robustness of Combinatorial Optimization Solvers on Graphs
Authors: Han Lu, Zenan Li, Runzhong Wang, Qibing Ren, Junchi Yan, Xiaokang Yang | Published: 2021-12-28 | Updated: 2022-06-04
MPCLeague: Robust MPC Platform for Privacy-Preserving Machine Learning
Authors: Ajith Suresh | Published: 2021-12-26
HyObscure: Hybrid Obscuring for Privacy-Preserving Data Publishing
Authors: Xiao Han, Yuncong Yang, Junjie Wu | Published: 2021-12-15
Does Fully Homomorphic Encryption Need Compute Acceleration?
Authors: Leo de Castro, Rashmi Agrawal, Rabia Yazicigil, Anantha Chandrakasan, Vinod Vaikuntanathan, Chiraag Juvekar, Ajay Joshi | Published: 2021-12-13 | Updated: 2021-12-14