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QuArch: A Benchmark for Evaluating LLM Reasoning in Computer Architecture.
Shvetank Prakash, Andrew Cheng, Arya Tschand,
Mark Mazumder, Varun Gohil, Jeffrey Jian Ma, Jason Yik, Zishen Wan,
Jessica Quaye, Elisavet Lydia Alvanaki, Avinash Kumar, Chandrashis
Mazumdar, Tuhin Khare, Alexander Ingare, Ikechukwu Uchendu, Radhika
Ghosal, Abhishek Tyagi, Chenyu Wang, Andrea Mattia Garavagno, Sarah
Yueqi Gu, Alice Guo, Grace Hur, Luca Carloni, Tushar Krishna, Ankita
Nayak, Amir Yazdanbakhsh, Vijay Janapa Reddi.
ICML 2026
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Lifetime-Aware Design for Item-Level Intelligence at the Extreme Edge.
Shvetank Prakash, Andy Cheng, Olof Kindgren,
Ashiq Ahamed, Graham Knight, Jed Kufel, Francisco Rodriguez, Arya
Tschand, David Kong, Mariam Elgamal, Jerry Huang, Emma Chen, Gage
Hills, Richard Price, Emre Ozer, Vijay Janapa Reddi.
ASPLOS 2026 Best Paper
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333-eDRAM-3T Embedded DRAM Leveraging Monolithic 3D Integration of 3 Transistor Types: IGZO, Carbon Nanotube and Silicon FETs.
David Kong, Shvetank Prakash, Jedrzej Kufel,
Georgios Kyriazidis, Yasmine Omri, David Verity, Emre Ozer, Vijay
Janapa Reddi, Gage Hills.
DAC 2025
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QuArch: A Question-Answering Dataset for AI Agents in Computer Architecture.
Shvetank Prakash, Andrew Cheng, Jason Yik,
Arya Tschand, Radhika Ghosal, Ikechukwu Uchendu, Jessica Quaye,
Jeffrey Ma, Shreyas Grampurohit, Sofia Giannuzzi, Arnav Balyan, Fin
Amin, Aadya Pipersenia, Yash Choudhary, Ankita Nayak, Amir
Yazdanbakhsh, Vijay Janapa Reddi.
Computer Architecture Letters 2025 HPCA 2026 Best of CAL
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Bendable Non-Silicon RISC-V Microprocessor.
Emre Ozer*, Jedrzej Kufel*,
Shvetank Prakash*,
Alireza Raisiardali, Olof Kindgren, Ronald Wong, Nelson Ng, Damien
Jausseran, Feras Alkhalil, David Kong, Gage Hills, Richard Price,
Vijay Janapa Reddi.
Nature 2024
* These authors contributed equally.
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CFU Playground: Full-Stack Open-Source Framework for Tiny Machine Learning (TinyML) Acceleration on FPGAs.
Shvetank Prakash, Tim Callahan, Joey Bushagour,
Colby Banbury, Alan V. Green, Pete Warden, Tim Ansell, Vijay Janapa
Reddi.
ISPASS 2023
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CFU Playground: Want a Faster ML Processor? Do it Yourself!
Shvetank Prakash, Tim Callahan, Joey Bushagour,
Colby Banbury, Alan V. Green, Pete Warden, Tim Ansell, Vijay Janapa
Reddi.
DATE 2023
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Is TinyML Sustainable?
Shvetank Prakash, Matthew Stewart, Colby
Banbury, Mark Mazumder, Pete Warden, Brian Plancher, Vijay Janapa
Reddi.
Communications of the ACM 2023
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ArchGym: An Open-Source Gymnasium for Machine Learning Assisted Architecture Design.
Srivatsan Krishnan, Amir Yazdanbakhsh,
Shvetank Prakash, Jason Jabbour, Ike Uchendu,
Susobhan Ghosh, Behzad Boroujerdian, Daniel Richins, Devashree
Tripathy, Aleksandra Faust, Vijay Janapa Reddi.
ISCA 2023
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A framework for integrating artificial intelligence for clinical care with continuous therapeutic monitoring.
Emma Chen, Shvetank Prakash, Vijay Janapa Reddi,
David Kim, Pranav Rajpurkar.
Nature Biomedical Engineering 2023
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Datasheets for Machine Learning Sensors.
Matthew Stewart, Pete Warden, Yasmine Omri,
Shvetank Prakash, Joao Santos, Shawn Hymel,
Benjamin Brown, Jim MacArthur, Nat Jeffries, Sachin Katti, Brian
Plancher, Vijay Janapa Reddi.
AI Magazine 2026
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Machine Learning Sensors.
Pete Warden, Matthew Stewart, Brian Plancher, Colby Banbury,
Shvetank Prakash, Emma Chen, Zain Asgar,
Sachin Katti, Vijay Janapa Reddi.
Preprint
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FastML Science Benchmarks: Accelerating Real-Time Scientific Edge Machine Learning.
Javier Duarte, Nhan Tran, Ben Hawks, Christian Herwig, Jules Muhizi,
Shvetank Prakash, Vijay Janapa Reddi.
MLSys 2022
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Tiny Robot Learning: Challenges and Directions for Machine Learning in Resource-Constrained Robots.
Sabrina M. Neuman, Brian Plancher, Bardienus P. Duisterhof, Srivatsan
Krishnan, Colby Banbury, Mark Mazumder,
Shvetank Prakash, Jason Jabbour, Aleksandra
Faust, Guido C.H.E. de Croon, Vijay Janapa Reddi.
AICAS 2022