Informed Decision-Making through Advancements in Open Set Recognition and Unknown Sample Detection

no code implementations • 9 May 2024 • Atefeh Mahdavi, Marco Carvalho

Open set recognition (OSR) aims to bring classification tasks in a situation that is more like reality, which focuses on classifying the known classes as well as handling unknown classes effectively.

Decision Making Open Set Learning

Proceedings of the 2nd International Workshop on Adaptive Cyber Defense

no code implementations • 18 Aug 2023 • Marco Carvalho, Damian Marriott, Mark Bilinski, Ahmad Ridley

The 2nd International Workshop on Adaptive Cyber Defense was held at the Florida Institute of Technology, Florida.

Proceedings of the 1st International Workshop on Adaptive Cyber Defense

no code implementations • 19 Aug 2021 • Damian Marriott, Kimberly Ferguson-Walter, Sunny Fugate, Marco Carvalho

This workshop was organized to share research that explores unique applications of Artificial Intelligence (AI) and Machine Learning (ML) as foundational capabilities for the pursuit of adaptive cyber defense.

A Survey on Open Set Recognition

no code implementations • 18 Aug 2021 • Atefeh Mahdavi, Marco Carvalho

Open Set Recognition (OSR) is about dealing with unknown situations that were not learned by the models during training.

Multi-class Classification Novelty Detection +1