Performance Evaluation Metrics

Multimodal Safety-Critical Scenarios Generation for Decision-Making Algorithms Evaluation

Authors: Wenhao Ding, Baiming Chen, Bo Li, Kim Ji Eun, Ding Zhao | Published: 2020-09-16 | Updated: 2020-12-26
Data Generation
Performance Evaluation Metrics
Deep Reinforcement Learning

Dual-Mandate Patrols: Multi-Armed Bandits for Green Security

Authors: Lily Xu, Elizabeth Bondi, Fei Fang, Andrew Perrault, Kai Wang, Milind Tambe | Published: 2020-09-14 | Updated: 2024-04-26
Reward Mechanism Design
Performance Evaluation Metrics
Selection and Evaluation of Optimization Algorithms

Machine Unlearning for Random Forests

Authors: Jonathan Brophy, Daniel Lowd | Published: 2020-09-11 | Updated: 2021-06-11
Data Deletion Algorithm
Machine learning
Performance Evaluation Metrics

Early Identification of Services in HTTPS Traffic

Authors: Wazen M. Shbair, Thibault Cholez, Jerome Francois, Isabelle Chrisment | Published: 2020-08-19
Performance Evaluation Metrics
Machine Learning Method
Communication Efficiency

Multi-Stage Optimized Machine Learning Framework for Network Intrusion Detection

Authors: MohammadNoor Injadat, Abdallah Moubayed, Ali Bou Nassif, Abdallah Shami | Published: 2020-08-09
Performance Evaluation Metrics
Attack Detection
Machine Learning Application

On Intrinsic Dataset Properties for Adversarial Machine Learning

Authors: Jeffrey Z. Pan, Nicholas Zufelt | Published: 2020-05-19
Poisoning
Performance Evaluation Metrics
Machine Learning Method

Universalization of any adversarial attack using very few test examples

Authors: Sandesh Kamath, Amit Deshpande, K V Subrahmanyam, Vineeth N Balasubramanian | Published: 2020-05-18 | Updated: 2022-10-28
Performance Evaluation Metrics
Adversarial Example
Deep Learning Technology

Toward Adversarial Robustness by Diversity in an Ensemble of Specialized Deep Neural Networks

Authors: Mahdieh Abbasi, Arezoo Rajabi, Christian Gagne, Rakesh B. Bobba | Published: 2020-05-17
Promotion of Diversity
Performance Evaluation Metrics
Adversarial Example

NeuroAttack: Undermining Spiking Neural Networks Security through Externally Triggered Bit-Flips

Authors: Valerio Venceslai, Alberto Marchisio, Ihsen Alouani, Maurizio Martina, Muhammad Shafique | Published: 2020-05-16
Performance Evaluation Metrics
Machine Learning Method
Deep Learning Technology

Buffered Asynchronous SGD for Byzantine Learning

Authors: Yi-Rui Yang, Wu-Jun Li | Published: 2020-03-02 | Updated: 2022-01-31
Training Method
Convergence Analysis
Performance Evaluation Metrics