Model Design and Accuracy

Review on Classification Techniques used in Biophysiological Stress Monitoring

Authors: Talha Iqbal, Adnan Elahi, Atif Shahzad, William Wijns | Published: 2022-10-28
Stress Management
Model Design and Accuracy
Optimization Methods

VulCurator: A Vulnerability-Fixing Commit Detector

Authors: Truong Giang Nguyen, Thanh Le-Cong, Hong Jin Kang, Xuan-Bach D. Le, David Lo | Published: 2022-09-07
Model Design and Accuracy
Model Design
Vulnerability detection

Avast-CTU Public CAPE Dataset

Authors: Branislav Bosansky, Dominik Kouba, Ondrej Manhal, Thorsten Sick, Viliam Lisy, Jakub Kroustek, Petr Somol | Published: 2022-09-06
Digital Forensics
Model Design and Accuracy
Model 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

Assaying Out-Of-Distribution Generalization in Transfer Learning

Authors: Florian Wenzel, Andrea Dittadi, Peter Vincent Gehler, Carl-Johann Simon-Gabriel, Max Horn, Dominik Zietlow, David Kernert, Chris Russell, Thomas Brox, Bernt Schiele, Bernhard Schölkopf, Francesco Locatello | Published: 2022-07-19 | Updated: 2022-10-21
Training Data Generation
Model Design and Accuracy
Statistical 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

PUF-Phenotype: A Robust and Noise-Resilient Approach to Aid Intra-Group-based Authentication with DRAM-PUFs Using Machine Learning

Authors: Owen Millwood, Jack Miskelly, Bohao Yang, Prosanta Gope, Elif Kavun, Chenghua Lin | Published: 2022-07-11
Algorithm Design
Model Design and Accuracy
Defense Method

How many perturbations break this model? Evaluating robustness beyond adversarial accuracy

Authors: Raphael Olivier, Bhiksha Raj | Published: 2022-07-08 | Updated: 2023-08-10
Model Design and Accuracy
Adversarial Training
Defense Method

Explaining RADAR features for detecting spoofing attacks in Connected Autonomous Vehicles

Authors: Nidhi Rastogi, Sara Rampazzi, Michael Clifford, Miriam Heller, Matthew Bishop, Karl Levitt | Published: 2022-03-01
Dataset evaluation
Model Design and Accuracy
Vulnerabilities in Autonomous Driving Technology

On the impossibility of non-trivial accuracy under fairness constraints

Authors: Carlos Pinzón, Catuscia Palamidessi, Pablo Piantanida, Frank Valencia | Published: 2021-07-14 | Updated: 2021-11-23
Data Privacy Assessment
Model Design and Accuracy
evaluation metrics