Adaptive Enhancement of an Active Sonar Classifier Using Mode-Connectivity-Based Fine-Tuning Under Data Set Shifts
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Journal of Oceanic Engineering"
DOI: 10.1109/joe.2025.3558812
Abstract: In supervised-learning-based active sonar classification overcoming data set shifts through standard fine-tuning is challenging due to the limited size and diversity of active sonar data sets. To address this challenge, we propose a robust fine-tuning… read more here.
Keywords: mode connectivity; active sonar; data set; fine tuning ... See more keywords
Maximizing Fairness in Deep Neural Networks via Mode Connectivity
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Intelligent Systems"
DOI: 10.1109/mis.2022.3168514
Abstract: With frequent reports of biased outcomes of AI systems, fairness rightfully becomes an active area of current ML research. However, while progress has been made on theoretical analysis and formulation of fairness as constraints on… read more here.
Keywords: fairness; maximizing fairness; model; mode connectivity ... See more keywords