3 papers
cs.LG2024
Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph Transformers
Md Shamim Hussain, Mohammed J. Zaki, Dharmashankar Subramanian
Graph transformers typically lack third-order interactions, limiting their geometric understanding which is crucial for tasks like molecular geometry prediction. We propose the Tri…
cs.CE2020
An Improved Physics Based Numerical Model of Tunnel FET Using 2D NEGF Formalism
Md Shamim Hussain
In this work, we have investigated a 2D model of band-to-band tunneling based on 2-band model and implemented it using 2D NEGF formalism. Being 2D in nature, this model better addr…
cs.LG2018
SwishNet: A Fast Convolutional Neural Network for Speech, Music and Noise Classification and Segmentation
Md. Shamim Hussain, Mohammad Ariful Haque
Speech, Music and Noise classification/segmentation is an important preprocessing step for audio processing/indexing. To this end, we propose a novel 1D Convolutional Neural Networ…