Designing a Direct Feedback Loop between Humans and Convolutional Neural Networks through Local Explanations

TS Sun, Y Gao, S Khaladkar, S Liu, L Zhao… - Proceedings of the …, 2023 - dl.acm.org
The local explanation provides heatmaps on images to explain how Convolutional Neural
Networks (CNNs) derive their output. Due to its visual straightforwardness, the method has …

Group Fairness in Case-Based Reasoning

S Mitra, D Mathew, DP, S Chakraborti - International Conference on Case …, 2023 - Springer
There has been a significant recent interest in algorithmic fairness within data-driven
systems. In this paper, we consider group fairness within Case-based Reasoning. Group …

Addressing Underestimation Bias in CBR Through Case-Base Maintenance

W Blanzeisky, P Cunningham - International Conference on Case-Based …, 2023 - Springer
The knowledge containers perspective on CBR suggests that bias and fairness issues can
be addressed in a number of different ways. In this paper we assess the use of case-base …