3 papers
cs.LG2026
ALCL: An Adaptive Log-Correntropy Loss for Robust Learning under Non-Gaussian Noise
Mainak Kundu, Ria Kanjilal, Ismail Uysal
Robust deep learning under heavy-tailed and impulsive noise remains challenging because conventional losses such as mean squared error (MSE) exhibit unbounded sensitivity to outlie…
cs.CL2026
GraphRAG on Consumer Hardware: Benchmarking Local LLMs for Healthcare EHR Schema Retrieval
Peter Fernandes, Ria Kanjilal
Graph-based Retrieval Augmented Generation (GraphRAG) extends retrieval-augmented generation to support structured reasoning over complex corpora, but its reliability under resourc…
cs.LG2026
Explainable Human Activity Recognition: A Unified Review of Concepts and Mechanisms
Mainak Kundu, Catherine Chen, Rifatul Islam +2
Human activity recognition (HAR) has become a key component of intelligent systems for healthcare monitoring, assistive living, smart environments, and human-computer interaction.…