Recent Publications
Many of the publications listed below are copyrighted by IEEE or ACM. LCA owns copyrights of all unpublished manuscripts listed below. Personal use of these materials is permitted. However, permission to reprint or replublish these materials for resale or redistribution purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works,must be obtained from the IEEE/ACM/LCA.| Single-Round Scalable Analytic Federated Learning [PDF] |
| Alan T. L. Bacellar, Mustafa Munir, Felipe M. G. Franca, Priscila M. V. Lima, Radu Marculescu, and Lizy K. John. |
| IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). June 2026. |
| HELIOS: Adaptive Model And Early-Exit Selection For Efficient LLM Inference Serving [PDF] |
| Avinash Kumar, Shashank Nag, Jason Clemons, Lizy K. John, and Poulami Das. |
| Conference on Machine Learning and Systems (MLSYS). May 2026. |
| HMix : An Efficient Hardware Accelerator for Quantized MLP-Mixer Inference [PDF] |
| Dhananjay Rao Thallikar Shyam, Shashank Nag, and Lizy K. John. |
| International Conference on Computing Frontiers (CF). May 2026. |
| Arrhythmia Classification at the Edge Using a Weightless Neural Network Hardware Accelerator [PDF] |
| Anshul Jha, Shashank Nag, Igor D. S. Miranda, Felipe M. G. Franca, Lizy K. John, Priscila M. V. Lima, and Eugene B. John. |
| International Symposium on Applied Reconfigurable Computing (ARC). April 2026. |
| Learning Based Presilicon Estimation of Design Area from Early EDA Metrics [PDF] |
| Tarun Kholay, Anup Ashok Kedilaya, Aman Arora, Jaydeep P. Kulkarni, and Lizy K. John. |
| International Symposium on Applied Reconfigurable Computing (ARC). April 2026. |
| Pitfalls of Unlabeled Disagreement-Based Drift Detection in Streaming Tree Ensembles [PDF] [Slides] |
| Lara Sa Neves, Afonso Lourenco, Lizy K. John, and Goreti Marreiros. |
| Catch, Adapt, and Operate: Monitoring ML Models Under Drift (CAO) Workshop at ICLR. April 2026. |
| Differentiable Weightless Neural Networks for Differential Sensing [PDF] |
| Andrew Jacob, Richard Huang, Johnny Shen, Shashank Nag, Matthew Dixon, Praveen Prasupathy, Diana Zamora-Olivares, Eric V. Anslyn, and Lizy K. John. |
| EdgeAI Research Symposium. March 2026. |
| GEMM the new Gem: The Inevitable Kernel and its Sensitivity to Compiler Optimizations and Libraries [PDF] |
| Siyuan Ma, Bagus Hanindhito, Anushka Subramanian, and Lizy K. John. |
| IEEE Computer Architecture Letters (CAL). February 2026. |
| MARU: An ML-Based Framework for Area Estimation from FPGA Resource Usage (poster) [PDF] [Slides] |
| Tarun Kholay, Anup Ashok Kedilaya, Aman Arora, Jaydeep P. Kulkarni, and Lizy K. John. |
| International Symposium on Field Programmable Gate Arrays (FPGA). February 2026. |
| Weightless Neural Networks on Flexible Substrates: A Novel Approach to Wearable Machine Learning [PDF] |
| Igor D. S. Miranda, Velu Pillai, Tejas Musale, Mugdha Jadhao, Paulo C. R. Souza Neto, Zachary Susskind, Alan Bacellar, Mael Lhostis, Priscila M. V. Lima, Diego L. C. Dutra, Eugene B. John, Mauricio Breternitz Jr., Felipe M. G. Franca, Emre Ozer, and Lizy K. John. |
| IEEE Transactions on Very Large Scale Integration (VLSI) Systems. February 2026. |