Literature Database

PORTFILER: Port-Level Network Profiling for Self-Propagating Malware Detection

Authors: Talha Ongun, Oliver Spohngellert, Benjamin Miller, Simona Boboila, Alina Oprea, Tina Eliassi-Rad, Jason Hiser, Alastair Nottingham, Jack Davidson, Malathi Veeraraghavan | Published: 2021-12-27 | Updated: 2022-05-24
Feature Engineering
Vulnerability Analysis
Communication Analysis

MSeg: A Composite Dataset for Multi-domain Semantic Segmentation

Authors: John Lambert, Zhuang Liu, Ozan Sener, James Hays, Vladlen Koltun | Published: 2021-12-27
Dataset Integration
Human-in-the-Loop
Bias Elimination in Training Data

Differentially-Private Sublinear-Time Clustering

Authors: Jeremiah Blocki, Elena Grigorescu, Tamalika Mukherjee | Published: 2021-12-27
Sampling Method
Privacy Risk Management
Convergence Guarantee

MPCLeague: Robust MPC Platform for Privacy-Preserving Machine Learning

Authors: Ajith Suresh | Published: 2021-12-26
Algorithm Design
Membership Inference
Communication Model

SoK: A Study of the Security on Voice Processing Systems

Authors: Robert Chang, Logan Kuo, Arthur Liu, Nader Sehatbakhsh | Published: 2021-12-24
Privacy Risk Management
Adversarial Attack Methods
Defense Method

DP-UTIL: Comprehensive Utility Analysis of Differential Privacy in Machine Learning

Authors: Ismat Jarin, Birhanu Eshete | Published: 2021-12-24
Privacy Risk Management
Multi-Class Classification
Membership Disclosure Risk

Parameter identifiability of a deep feedforward ReLU neural network

Authors: Joachim Bona-Pellissier, François Bachoc, François Malgouyres | Published: 2021-12-24 | Updated: 2023-05-12
Parameter Identification
Convergence Guarantee
Continuous Linear Function

EIFFeL: Ensuring Integrity for Federated Learning

Authors: Amrita Roy Chowdhury, Chuan Guo, Somesh Jha, Laurens van der Maaten | Published: 2021-12-23 | Updated: 2022-09-12
Data Integrity Constraints
Privacy Protection
Malicious Client

Mitigating Leakage from Data Dependent Communications in Decentralized Computing using Differential Privacy

Authors: Riad Ladjel, Nicolas Anciaux, Aurélien Bellet, Guillaume Scerri | Published: 2021-12-23
Data Dependency
Privacy Protection
Communication Efficiency

Statistical Feature-based Personal Information Detection in Mobile Network Traffic

Authors: Shuang Zhao, Shuhui Chen, Ziling Wei | Published: 2021-12-23
Data Management System
Privacy Violation
Static Analysis