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 LCA owns copyrights of all unpublished manuscripts listed below.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.| 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. |
| 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] |
| 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. |
| AI and Smart Sensors Usher in a New Era in Patient Care [PDF] |
| Eugene B. John and Lizy K. John. |
| IEEE Computer. January 2026. |
| Exploration of LLM Workload Reliability based on di/dt Effects and Voltage Droops [PDF] |
| Zhixing Jiang, Justing Garrigus, Allison Seigler, Ethan Syed, Yan-Lun Huang, Mehdi Sadi, Tawfik Rahal-Arabi, and Lizy K. John. |
| International Symposium on High-Performance Computer Architecture (HPCA). January 2026. |
| Technology Trends in Computing Hardware and Their Impacts on High-Performance Scientific Computing - Part II: Memory Systems, Interconnects, and System Integration [PDF] |
| Bagus Hanindhito, Arash Fathi, Dimitrios Gourounas, Dimitar Trenev, Andreas Gertlauer, and Lizy K. John. |
| International Journal of High Performance Computing Applications (IJHPCA). January 2026. |
| LL-ViT: Edge Deployable Vision Transformers with Look Up Table Neurons [PDF] |
| Shashank Nag, Alan T.L. Bacellar, Zachary Susskind, Anshul Jha, Logan Liberty, Aishwarya Sivakumar, Eugene B. John, Krishnan Kailas, Priscila M.V. Lima, Neeraja J. Yadwadkar, Felipe M.G. Franca, and Lizy K. John. |
| International Conference on Field Programmable Technology 2025 (FPT 2025). December 2025. |
| Technology Trends in Computing Hardware and Their Impacts on High-Performance Scientific Computing - Part I: General-Purpose Processors and Hardware Accelerators [PDF] |
| Bagus Hanindhito, Arash Fathi, Dimitrios Gourounas, Dimitar Trenev, Andreas Gertlauer, and Lizy K. John. |
| International Journal of High Performance Computing Applications (IJHPCA). December 2025. |