Saugat Bhattacharyya

The paper introduces a decision confidence neuron for ESNs to continuously monitor classification confidence in EEG motor imagery tasks, showing it correlates with decision accuracy and discriminates correct from error decisions.

This paper introduces a minimal mean-field neural circuit model that explains flexible perceptual decisions by integrating sensory evidence and action selection, replicating parietal cortical activity and decision dynamics.

This paper examines advanced XAI techniques for multimodal medical data, focusing on perturbation-based, concept-based, and example-based explanations to improve model interpretability in healthcare.