Algorithm Design

Adversarial Robustness is at Odds with Lazy Training

Authors: Yunjuan Wang, Enayat Ullah, Poorya Mianjy, Raman Arora | Published: 2022-06-18 | Updated: 2022-10-17
Algorithm Design
Adversarial Example
Adversarial Attack Detection

Automatic Hardware Trojan Insertion using Machine Learning

Authors: Jonathan Cruz, Pravin Gaikwad, Abhishek Nair, Prabuddha Chakraborty, Swarup Bhunia | Published: 2022-04-18
Algorithm Design
Trojan Detection
Machine Learning Method

Finding MNEMON: Reviving Memories of Node Embeddings

Authors: Yun Shen, Yufei Han, Zhikun Zhang, Min Chen, Ting Yu, Michael Backes, Yang Zhang, Gianluca Stringhini | Published: 2022-04-14 | Updated: 2022-04-29
Algorithm Design
Dataset evaluation
evaluation metrics

LSTM-Autoencoder based Anomaly Detection for Indoor Air Quality Time Series Data

Authors: Yuanyuan Wei, Julian Jang-Jaccard, Wen Xu, Fariza Sabrina, Seyit Camtepe, Mikael Boulic | Published: 2022-04-14
Algorithm Design
Data Extraction and Analysis
Machine Learning Application

Improving Differential-Neural Distinguisher Model For DES, Chaskey, and PRESENT

Authors: Liu Zhang, Zilong Wang | Published: 2022-04-13
Algorithm Design
Experimental Validation
evaluation metrics

Malware Analysis with Symbolic Execution and Graph Kernel

Authors: Charles-Henry Bertrand Van Ouytsel, Axel Legay | Published: 2022-04-12
Algorithm Design
Graph Kernel
Machine Learning Application

BABD: A Bitcoin Address Behavior Dataset for Pattern Analysis

Authors: Yuexin Xiang, Yuchen Lei, Ding Bao, Wei Ren, Tiantian Li, Qingqing Yang, Wenmao Liu, Tianqing Zhu, Kim-Kwang Raymond Choo | Published: 2022-04-10 | Updated: 2022-05-05
Algorithm Design
Data Extraction and Analysis
evaluation metrics

Privacy-preserving Similarity Calculation of Speaker Features Using Fully Homomorphic Encryption

Authors: Yogachandran Rahulamathavan | Published: 2022-02-16 | Updated: 2022-03-14
Algorithm Design
User Authentication System
Cryptographic Protocol

A Characterization of Semi-Supervised Adversarially-Robust PAC Learnability

Authors: Idan Attias, Steve Hanneke, Yishay Mansour | Published: 2022-02-11 | Updated: 2024-05-05
Algorithm Design
Data Selection Strategy
Robustness Evaluation

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
Algorithm Design
Privacy Risk Management
Privacy Enhancing Protocol