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 LCA owns copyrights of all unpublished manuscripts listed below.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.
| arrWNN: Arrhythmia-detecting Weightless Neural Network FlexIC |
| Igor D. S. Miranda, Velu Pillai, Mugdha Jadhao, Zachary Susskind, Mael Lhostis, Diego Dutra, Priscila Lima, Mauricio Breternitz Jr., Felipe Franca, Emre Ozer, Lizy K. John, and Eugene B. John. |
| 2024 IEEE International Flexible Electronics Conference (IFETC' 2024). September 2024. |
| LogicNets vs. ULEEN : Comparing Two Novel High Throughput Edge ML Inference Techniques on FPGA |
| Shashank Nag, Zachary Susskind, Aman Arora, Allan T.L. Bacellar, Diego L.C. Dutra, Igor D.S. Miranda, Krishnan Kailas, Eugene B. John, Mauricio Breternitz Jr., Priscila M. V. Lima, Felipe M. G. Franca, and Lizy K. John. |
| 2024 IEEE International Midwest Symposium on Circuits and Systems (MWSCAS' 2024). August 2024. |
| An Open Source Framework for High-Level Synthesis Dataset Generation for Machine Learning
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| Stefan Abi-Karam, Rishov Sarkar, Allison Seigler, Sean Lowe, Zhigang Wei, Hanqiu Chen, Nanditha Rao, Lizy K. John, Aman Arora, and Cong Hao. |
| 3rd Open-Source Computor Architecture Research (OSCAR' 2024) in Conjuction with The 51st International Symposium on Computer Architecture (ISCA 2024). June 2024. |
| Comparing Data Precision on Low-Rank Adaptation for Fine-tuning Large Language Models |
| Bagus Hanindhito, Bhavesh Patel, and Lizy K. John. |
| New Approaches for Addressing the Computing Requirements of LLMs and GNNs (ARC-LG' 2024) in Conjuction with The 51st International Symposium on Computer Architecture (ISCA 2024). June 2024. |
| Efficient FPGA-based power model adaption with Transfer-Learning and Meta-Learning |
| Zhigang Wei, Aman Arora, Emily Shriver, and Lizy K. John. |
| 8th Workshop on Cognitive Architectures (COGARCH' 2024) in Conjuction with The 51st International Symposium on Computer Architecture (ISCA 2024). June 2024. |
| Lightweight Vision Transformers for Low Energy Edge Inference |
| Shashank Nag, Logan Liberty, Aishwarya Sivakumar, Neeraja J. Yadwadkar, and Lizy K. John. |
| ML for Computer Architecture and Systems (MLArchSys' 2024) in Conjuction with The 51st International Symposium on Computer Architecture (ISCA 2024). June 2024. |
| Accelerating ML Workloads using GPU Tensor Cores: The Good, the Bad, and the Ugly
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| Bagus Hanindhito and Lizy K. John. |
| 15th ACM/SPEC International Conference on Performance Engineering. May 2024. |
| Bandwidth Characterization of DeepSpeed on Distributed Large Language Model Training
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| Bagus Hanindhito, Bhavesh Patel, and Lizy K. John. |
| 2024 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS'24). May 2024. |
| BLQ: Light-Weight Locality-Aware Runtime for Blocking-Less Queuing
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| Qinzhe Wu, Ruihao Li, Jonathan Beard, and Lizy John. |
| ACM SIGPLAN 33rd International Conference on Compiler Construction. March 2024. |
| SACHI: A Stationarity-Aware, All-Digital, Near-Cache, Ising Architecture |
| Siddhartha Raman Sundara Raman, Lizy K. John, and Jaydeep P. Kulkarni. |
| The 30th International Symposium on High-Performance Computer Architecture (HPCA-30). March 2024. |
