A detailed study of interpretability of deep neural network based top taggers. - Ayush Khot; Mark S. Neubauer; Avik Roy (Mach. Learn. Sci. Technol., 2023)

Evidential Deep Learning for Probabilistic Modelling of Extreme Storm Events. - Ayush Khot; Xihaier Luo; Ai Kagawa; Shinjae Yoo (CoRR, 2024)

Evidential Deep Learning for Uncertainty Quantification and Out-of-Distribution Detection in Jet Identification using Deep Neural Networks. - Ayush Khot; Xiwei Wang; Avik Roy; Volodymyr V. Kindratenko; Mark S. Neubauer (CoRR, 2025)