Literature Database

Dynamic Byzantine-Robust Learning: Adapting to Switching Byzantine Workers

Authors: Ron Dorfman, Naseem Yehya, Kfir Y. Levy | Published: 2024-02-05 | Updated: 2024-06-16
Methods to Address Dynamic Byzantine Behavior
Dynamic Byzantine Behavior
Convergence Property

Machine Learning Resistant Amorphous Silicon Physically Unclonable Functions (PUFs)

Authors: Velat Kilic, Neil Macfarlane, Jasper Stround, Samuel Metais, Milad Alemohammad, A. Brinton Cooper, Amy C. Foster, Mark A. Foster | Published: 2024-02-05
Evaluation Methods for PUF
Deep Learning Method
Linear Regression

Evading Data Contamination Detection for Language Models is (too) Easy

Authors: Jasper Dekoninck, Mark Niklas Müller, Maximilian Baader, Marc Fischer, Martin Vechev | Published: 2024-02-05 | Updated: 2024-02-12
Data Obfuscation
Data Contamination Detection
Classification of Malicious Actors

Adversarial Text Purification: A Large Language Model Approach for Defense

Authors: Raha Moraffah, Shubh Khandelwal, Amrita Bhattacharjee, Huan Liu | Published: 2024-02-05
Text Generation Method
Prompt Injection
Adversarial Text Purification

Verifiable evaluations of machine learning models using zkSNARKs

Authors: Tobin South, Alexander Camuto, Shrey Jain, Shayla Nguyen, Robert Mahari, Christian Paquin, Jason Morton, Alex 'Sandy' Pentland | Published: 2024-02-05 | Updated: 2024-05-22
Model Performance Evaluation
Watermark Evaluation
Transparency and Verification

Estimation of conditional average treatment effects on distributed confidential data

Authors: Yuji Kawamata, Ryoki Motai, Yukihiko Okada, Akira Imakura, Tetsuya Sakurai | Published: 2024-02-05 | Updated: 2024-09-10
Watermarking
Simulation Result Evaluation
Data Generation

UniTSyn: A Large-Scale Dataset Capable of Enhancing the Prowess of Large Language Models for Program Testing

Authors: Yifeng He, Jiabo Huang, Yuyang Rong, Yiwen Guo, Ethan Wang, Hao Chen | Published: 2024-02-04
Code Generation
Dataset Generation
Test Prioritization

Dynamic Incremental Optimization for Best Subset Selection

Authors: Shaogang Ren, Xiaoning Qian | Published: 2024-02-04 | Updated: 2024-12-30
Algorithm
Sparse Model
Optimization Methods

Jailbreaking Attack against Multimodal Large Language Model

Authors: Zhenxing Niu, Haodong Ren, Xinbo Gao, Gang Hua, Rong Jin | Published: 2024-02-04
Prompt Injection
Malicious Content Generation
Information Gathering Methods

A Review and Comparison of AI Enhanced Side Channel Analysis

Authors: Max Panoff, Honggang Yu, Haoqi Shan, Yier Jin | Published: 2024-02-03
Watermarking
Cybersecurity
Deep Learning Method