Algorithm Design

FedNet2Net: Saving Communication and Computations in Federated Learning with Model Growing

Authors: Amit Kumar Kundu, Joseph Jaja | Published: 2022-07-19
Algorithm Design
Parameter Tuning
Model Design and Accuracy

A Certifiable Security Patch for Object Tracking in Self-Driving Systems via Historical Deviation Modeling

Authors: Xudong Pan, Qifan Xiao, Mi Zhang, Min Yang | Published: 2022-07-18
Algorithm Design
Security Assurance
State Estimation Method

DeTrust-FL: Privacy-Preserving Federated Learning in Decentralized Trust Setting

Authors: Runhua Xu, Nathalie Baracaldo, Yi Zhou, Ali Anwar, Swanand Kadhe, Heiko Ludwig | Published: 2022-07-15
Algorithm Design
Privacy Protection Method
Trust Evaluation Module

Mobile Keystroke Biometrics Using Transformers

Authors: Giuseppe Stragapede, Paula Delgado-Santos, Ruben Tolosana, Ruben Vera-Rodriguez, Richard Guest, Aythami Morales | Published: 2022-07-15 | Updated: 2022-10-04
Algorithm Design
System Observability
Simulation Result Evaluation

Smooth Anonymity for Sparse Graphs

Authors: Alessandro Epasto, Hossein Esfandiari, Vahab Mirrokni, Andres Munoz Medina | Published: 2022-07-13 | Updated: 2024-05-14
Algorithm Design
Dataset evaluation
Privacy Protection Method

A Personalised User Authentication System based on EEG Signals

Authors: Christos Stergiadis, Vasiliki-Despoina Kostaridou, Simeon Veloudis, Dimitrios Kazis, Manousos Klados | Published: 2022-07-13 | Updated: 2022-07-14
Algorithm Design
Data Selection Strategy
Model Performance Evaluation

Game of Trojans: A Submodular Byzantine Approach

Authors: Dinuka Sahabandu, Arezoo Rajabi, Luyao Niu, Bo Li, Bhaskar Ramasubramanian, Radha Poovendran | Published: 2022-07-13
Algorithm Design
Model Performance Evaluation
Strategic Game

dpart: Differentially Private Autoregressive Tabular, a General Framework for Synthetic Data Generation

Authors: Sofiane Mahiou, Kai Xu, Georgi Ganev | Published: 2022-07-12
Algorithm Design
Privacy Protection
Privacy Enhancing Technology

Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs Among Complexity, Leakage, and Utility

Authors: Behrooz Razeghi, Flavio P. Calmon, Deniz Gunduz, Slava Voloshynovskiy | Published: 2022-07-11
Algorithm Design
Information-Theoretic Privacy
Optimization Methods

SALSA: Attacking Lattice Cryptography with Transformers

Authors: Emily Wenger, Mingjie Chen, François Charton, Kristin Lauter | Published: 2022-07-11 | Updated: 2023-04-21
Algorithm Design
Model Design and Accuracy
Optimization Methods