AIセキュリティポータルbot

Temporal Robustness against Data Poisoning

Authors: Wenxiao Wang, Soheil Feizi | Published: 2023-02-07 | Updated: 2023-12-06
DNN IP Protection Method
Poisoning Attack
Threat modeling

SoK: A Systematic Evaluation of Backdoor Trigger Characteristics in Image Classification

Authors: Gorka Abad, Jing Xu, Stefanos Koffas, Behrad Tajalli, Stjepan Picek, Mauro Conti | Published: 2023-02-03 | Updated: 2023-04-21
DNN IP Protection Method
Poisoning
Poisoning Attack

Defensive ML: Defending Architectural Side-channels with Adversarial Obfuscation

Authors: Hyoungwook Nam, Raghavendra Pradyumna Pothukuchi, Bo Li, Nam Sung Kim, Josep Torrellas | Published: 2023-02-03 | Updated: 2023-10-14
DNN IP Protection Method
Watermarking
Model Performance Evaluation

Understanding Reconstruction Attacks with the Neural Tangent Kernel and Dataset Distillation

Authors: Noel Loo, Ramin Hasani, Mathias Lechner, Alexander Amini, Daniela Rus | Published: 2023-02-02 | Updated: 2023-11-09
Privacy Enhancing Technology
Model Performance Evaluation
Reconstruction Durability

On the Efficacy of Differentially Private Few-shot Image Classification

Authors: Marlon Tobaben, Aliaksandra Shysheya, John Bronskill, Andrew Paverd, Shruti Tople, Santiago Zanella-Beguelin, Richard E Turner, Antti Honkela | Published: 2023-02-02 | Updated: 2023-12-19
Few-Shot Learning
Privacy Enhancing Technology
Model Performance Evaluation

In-Context Retrieval-Augmented Language Models

Authors: Ori Ram, Yoav Levine, Itay Dalmedigos, Dor Muhlgay, Amnon Shashua, Kevin Leyton-Brown, Yoav Shoham | Published: 2023-01-31 | Updated: 2023-08-01
RAG
Data Generation Method
Performance Evaluation

Detecting Unknown Encrypted Malicious Traffic in Real Time via Flow Interaction Graph Analysis

Authors: Chuanpu Fu, Qi Li, Ke Xu | Published: 2023-01-31
Data Collection
Encrypted Traffic Detection
Anomaly Detection Method

Machine Learning and Port Scans: A Systematic Review

Authors: Jason M. Pittman | Published: 2023-01-31
Automation of Cybersecurity
Data Collection
Vulnerability detection

Privacy Preserving Ultra-Short-term Wind Power Prediction Based on Secure Multi Party Computation

Authors: Hang Fan, Xiaoyu Fan, Tianyi Hao, Wei Wei, Kun Chen, Guosai Wang, Xiaofeng Jia, Yidong Li, Wei Xu | Published: 2023-01-31
Privacy Enhancing Technology
Participant Selection Method
Decision Tree

Robust Linear Regression: Gradient-descent, Early-stopping, and Beyond

Authors: Meyer Scetbon, Elvis Dohmatob | Published: 2023-01-31
Convergence Analysis
Optimization Methods
Linear Model