Algorithm Design

Using Topological Data Analysis to classify Encrypted Bits

Authors: Jayati Kaushik, Aaruni Kaushik, Upasana Parashar | Published: 2023-01-18
Algorithm Design
Machine Learning
Image Forensics

Reconstructing Training Data from Model Gradient, Provably

Authors: Zihan Wang, Jason D. Lee, Qi Lei | Published: 2022-12-07 | Updated: 2023-06-10
Algorithm Design
Privacy Risk Management
Reconstruction Durability

Pareto Regret Analyses in Multi-objective Multi-armed Bandit

Authors: Mengfan Xu, Diego Klabjan | Published: 2022-12-01 | Updated: 2023-05-30
Algorithm Design
Online Learning
Optimization Problem

Targets in Reinforcement Learning to solve Stackelberg Security Games

Authors: Saptarashmi Bandyopadhyay, Chenqi Zhu, Philip Daniel, Joshua Morrison, Ethan Shay, John Dickerson | Published: 2022-11-30
Algorithm Design
Stacking Model
Security Assurance

Multi-Player Bandits Robust to Adversarial Collisions

Authors: Shivakumar Mahesh, Anshuka Rangi, Haifeng Xu, Long Tran-Thanh | Published: 2022-11-15
Algorithm Design
Attack Method
Optimization Methods

Sketching for First Order Method: Efficient Algorithm for Low-Bandwidth Channel and Vulnerability

Authors: Zhao Song, Yitan Wang, Zheng Yu, Lichen Zhang | Published: 2022-10-15 | Updated: 2023-06-06
Algorithm Design
Privacy Risk Management
Convergence Guarantee

Distributed Non-Convex Optimization with One-Bit Compressors on Heterogeneous Data: Efficient and Resilient Algorithms

Authors: Ming Xiang, Lili Su | Published: 2022-10-03 | Updated: 2023-02-17
Algorithm
Algorithm Design
Convergence Guarantee

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