Bits, Bytes, and Beyond

Embarking on an exhilarating intellectual odyssey, where the intricate world of coding bits intertwines with data-driven breakthroughs, creates a synergy that propels us into the future. Prepare to be captivated by the allure of exploration and the thrill of revelation, as we delve into uncharted territories. This journey is fueled by meticulous attention to detail, where every line of code and every data point becomes a stepping stone towards innovation.

monitoring Complier Optimization

Aug. 2023 - Present

Developing complex data-driven approaches to accelerate Systems (ML for Systems) and conversely build high performance systems that accelerate complex Machine Learning workloads (Systems for ML).

Supervised By: Prof. Charith Mendis

psychology Network-on-Chip Attack Detection

Mar. 2020 - Apr. 2022

Collaborative work with the Embedded Systems Lab of University of Florida on developing learning based countermeasures to secure NoC Architectures from denial-of-service and eavesdropping attacks.

Supervised By: Prof. Prabhat Mishra

analytics Interpretable Predictive Modeling

Oct. 2020 - May 2022

Collaborative work with the SAS Innovation Lab of La Trobe University on building interpretable predictive models with context-aware evolutionary learning to handle large datasets.

Supervised By: Prof. Damminda Alahakoon

Publications

Journal Publications

  • Eavesdropping Attack Detection using Machine Learning in Network-on-Chip Architectures [PDF]
    Chamika Sudusinghe, Subodha Charles, Sapumal Ahangama, Prabhat Mishra
    IEEE Design & Test, January, 2023

  • Building Interpretable Predictive Models with Context-aware Evolutionary Learning [PDF]
    Binh Tran, Chamika Sudusinghe, Su Nguyen, Damminda Alahakoon
    Applied Soft Computing, January, 2023

    • Conference Publications

  • Denial-of-Service Attack Detection using Machine Learning in Network-on-Chip Architectures [PDF]
    Chamika Sudusinghe, Subodha Charles, Prabhat Mishra
    International Symposium on Networks-on-Chip (NOCS), October 8-15, 2021

  • Hardware-Assisted Malware Detection using Machine Learning [PDF]
    Zhixin Pan, Jennifer Sheldon, Chamika Sudusinghe, Subodha Charles, Prabhat Mishra
    Design Automation and Test in Europe (DATE), Grenoble, France, February 1-5, 2021

    • Book Chapters

  • Network-on-Chip Attack Detection using Machine Learning [PDF]
    Chamika Sudusinghe, Subodha Charles, Prabhat Mishra
    Springer Book on Network-on-Chip Security and Privacy, 2021

    • Poster Presentations

  • Learning-Based Denial-of-Service Attack Mitigation in Network-on-Chip Architectures [MICRO SRC]
    Chamika Sudusinghe
    IEEE/ACM International Symposium on Microarchitecture (MICRO), Virtual, 2021

    • Email

    chamika[DOT]sudusinghe[AT]gmail[DOT]com

    Address

    Matara, Sri Lanka