Publications

Publications

This page lists peer-reviewed papers and preprints in graph transformers, molecular representation learning, efficient attention, signal processing, and electronic devices.

Peer-reviewed publications

Conference Papers

  1. 2024

    Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph Transformers

    Md Shamim Hussain, Mohammed J. Zaki, and Dharmashankar Subramanian.

    Proceedings of the 41st International Conference on Machine Learning (ICML), PMLR 235:20768–20792.

  2. 2023

    The Information Pathways Hypothesis: Transformers are Dynamic Self-Ensembles

    Md Shamim Hussain, Mohammed J. Zaki, and Dharmashankar Subramanian.

    Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), pp. 810–821.

  3. 2022

    Global Self-Attention as a Replacement for Graph Convolution

    Md Shamim Hussain, Mohammed J. Zaki, and Dharmashankar Subramanian.

    Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), pp. 655–665.

  4. 2019

    Identification of Autoregressive Systems in the Presence of Additive Noise Using the Matrix Pencil Method

    Md Shamim Hussain.

    2019 1st International Conference on Advances in Science, Engineering and Robotics Technology (ICASERT), pp. 1–6.

  5. 2017

    A fast double-talk detection algorithm based on signal envelopes for implementation of acoustic echo cancellation in embedded systems

    Md Shamim Hussain, Md. Ajoad Hasan, Md. Faizul Bari, and A. B. M. Harun-Ur-Rashid.

    2017 4th International Conference on Advances in Electrical Engineering (ICAEE), pp. 199–204.

Preprints

Earlier Research

  1. 2018

    SwishNet: A Fast Convolutional Neural Network for Speech, Music and Noise Classification and Segmentation

    Md Shamim Hussain and Mohammad Ariful Haque.

    arXiv preprint.

  2. 2018

    Breast Lesion Classification from Bi-Modal Ultrasound Images by Deep CNN Using Transfer and Multi-Task Learning

    Md Shamim Hussain, Sharmin R. Ara, Uday Kamal, Sabbir Ahmed, and Md. Kamrul Hasan.

    Preprint.

  3. 2017

    An Improved Physics Based Numerical Model of Tunnel FET Using 2D NEGF Formalism

    Md Shamim Hussain.

    arXiv preprint.

Academic service

Peer Review

Reviewer for Data Mining and Knowledge Discovery (2025), IEEE Transactions on Neural Networks and Learning Systems (2023), and IEEE Transactions on Big Data (2023).