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 LCA owns copyrights of all unpublished manuscripts listed below.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.
ET: An Energy Efficient Edge Transformer Architecture
PDFShashank Nag, Alan Bacellar, Anshul Jha, Eugene John, Krishnan Kailas, Priscila Lima, Neeraja Yadwadkar, Felipe Franca, and Lizy K. John
ACM Transactions on Architecture and Code Optimization (TACO). (July 2026)
Elastic Memory Remapping for Multi-tenant LLM Serving
PDFRuihao Li, Shagnik Pal, Vineeth Narayan Pullu, Prasoon Sinha, Jeeho Ryoo, Lizy K. John, and Neeraja J. Yadwadkar
SIGOPS Operating Systems Review. (July 2026)
From Arithmetic to Logic: The Resilience of Logic and Lookup-Based Neural Networks Under Parameter Bit-Flips
PDFAlan T. L. Bacellar, Sathvik Chemudupati, Shashank Nag, Allison Seigler, Priscila M. V. Lima, Felipe M. G. Franca, and Lizy K. John
Transactions on Machine Learning Research (TMLR) . (July 2026)
MetaHardware Lifecycle-Aware Power Planning in Commercial Hyperscale Datacenters (Operational Systems)
PDFRuihao Li, Leonardo Piga, Wei Su, Carlos Torres, Jovan Stojkovic, Neeraja J. Yadwadkar, Lizy K. John, and Abhishek Dhanotia
Proceedings of the 20th USENIX Symposium on Operating Systems Design and Implementation (OSDI). (July 2026)
Single-Round Scalable Analytic Federated Learning
PDFAlan 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
PDFAvinash 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
PDFDhananjay 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
PDFAnshul 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
PDFTarun 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
PDFLara 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)
