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Published in ISVLSI, 2020
A real-time minimum energy point (MEP) tracking method based on a predetermined, per-chip linear MEP-curve model, avoiding costly runtime power measurement.
Recommended citation: K. Kiyawat, Y. Masuda, J. Shiomi and T. Ishihara, "Real-Time Minimum Energy Point Tracking Using a Predetermined Optimal Voltage Setting Strategy", 2020 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), pp. 415-421, 2020. https://ieeexplore.ieee.org/document/9155057
Published in IEEE TVLSI, 2023
A scaling-free hyperbolic CORDIC design using a novel low-complexity power-of-2 Taylor series approximation, cutting latency, area, and power versus prior designs, with silicon validation in TSMC 180nm.
Recommended citation: A. Verma, K. Kiyawat, B. P. Das and P. K. Meher, "An Efficient Scaling-Free Folded Hyperbolic CORDIC Design Using a Novel Low-Complexity Power-of-2 Taylor Series Approximation," in IEEE Transactions on Very Large Scale Integration (VLSI) Systems, vol. 31, no. 8, pp. 1167-1177, Aug. 2023. https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10161702
Published in IISWC 2024, 2024
A framework for architectural modeling and benchmarking of digital DRAM processing-in-memory architectures.
Recommended citation: F. Siddique, D. Guo, Z. Fan, M. Gholamrezaei, M. Baradaran, A. Ahmed, H. Abbot, K. Durrer, K. Nandagopal, E. Ermovick, K. Kiyawat, B. Gul, A. Mughrabi, A. Venkat, K. Skadron. "Architectural Modeling and Benchmarking for Digital DRAM PIM." IISWC, 2024. https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10763591
Published in ACM TACO 2025, 2025
A system that accelerates database analytics by combining DRAM-based PIM filtering with schema denormalization.
Recommended citation: Akhil Shekar, Kevin Gaffney, Martin Prammer, Khyati Kiyawat, Lingxi Wu, Helena Caminal, Zhenxing Fan, Yimin Gao, Ashish Venkat, José F. Martínez, Jignesh Patel, Kevin Skadron. "Membrane: Accelerating Database Analytics with DRAM-Based PIM Filtering and Schema Denormalization." ACM TACO, 2025. https://arxiv.org/abs/2504.06473
Published in MemSys 2025, 2025
An exact triangle counting implementation on the UPMEM PIM architecture for graph analytics workloads. (Late Breaking Results)
Recommended citation: Morteza Baradaran, Khyati Kiyawat, Akhil Shekar, Abdullah Mughrabi, Kevin Skadron. "TriPIM — Exact Triangle Counting on UPMEM PIM for Graph Analytics." MemSys, 2025. https://dl.acm.org/doi/full/10.1145/3767110.3767137
Published in arXiv, 2025
A chiplet-based DRAM processing-in-memory accelerator with CXL integration designed for efficient LLM inference.
Recommended citation: Khyati Kiyawat, Zhenxing Fan, Yasas Seneviratne, Morteza Baradaran, Akhil Shekar, Zihan Xia, Mingu Kang, Kevin Skadron. "Sangam: A Chiplet-Based DRAM-PIM Accelerator with CXL Integration for LLM Inferencing." arXiv, Nov 2025. https://arxiv.org/abs/2511.12286
Published in ISPASS 2026, 2026
A hierarchical architecture modeling framework for evaluating near-memory and in-memory computing solutions for large language model inference.
Recommended citation: Khyati Kiyawat, Yasas Seneviratne, Zhenxing Fan, Morteza Baradaran, Kevin Skadron. "HARMONI: Hierarchical ARchitecture MOdeling for LLMs with Near/In Memory Computing." ISPASS, 2026. https://github.com/UVA-LavaLab/HARMONI
Published in HotInfra 2026 (co-located with ISCA 2026), 2026
Recommended citation: Khyati Kiyawat, Kevin Skadron. "Reimagining LLM Inference Infrastructure with Memory-Centric KV Cache Servers." HotInfra, 2026. https://hotinfra.org/2026/papers/hotinfra26-final59.pdf
Graduate Teaching Assistant, University of Virginia, Department of Computer Science, 2023
Graduate Teaching Assistant for Computer Systems and Organization I (CS 2130), Fall 2023.
Recommended citation: Computer Systems and Organization I (CS 2130), Fall 2023
Graduate Teaching Assistant, University of Virginia, Department of Computer Science, 2024
Graduate Teaching Assistant for Computer Systems and Organization II (CS 3130), Spring 2024.
Recommended citation: Computer Systems and Organization II (CS 3130), Spring 2024
Graduate Teaching Assistant, University of Virginia, Department of Computer Science, 2025
Graduate Teaching Assistant for CPU/GPU Memory Systems (CS 6501 Special Topics), Spring 2025.
Recommended citation: CPU/GPU Memory Systems (CS 6501 Special Topics), Spring 2025
Graduate Teaching Assistant, University of Virginia, Department of Computer Science, 2026
Graduate Teaching Assistant for CPU/GPU Memory Systems (CS 6501 Special Topics), Spring 2026.
Recommended citation: CPU/GPU Memory Systems (CS 6501 Special Topics), Spring 2026
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