Current Appointments & Affiliations
Assistant Professor of Computer Science
·
2019 - Present
Computer Science,
Trinity College of Arts & Sciences
Assistant Professor of Electrical and Computer Engineering
·
2019 - Present
Electrical and Computer Engineering,
Pratt School of Engineering
Recent Publications
BigLittleMCA: A Spatially-Optimal Tiled Hardware Accelerator for MCMC Image Processing
Journal Article ACM Transactions on Architecture and Code Optimization · May 20, 2025 Markov-Chain Monte-Carlo (MCMC) algorithms offer a general framework for performing interpretable inference but have high overheads due to the computational complexity of the sampling process and the large number of samples required to ... Full text CiteTransferable Presynthesis PPA Estimation for RTL Designs with Data Augmentation Techniques
Journal Article IEEE Transactions on Computer Aided Design of Integrated Circuits and Systems · January 1, 2025 In modern VLSI design flow, evaluating the quality of register-transfer level (RTL) designs involves time-consuming logic synthesis using electronic design automation tools, a process that often slows down early optimization. While recent machine learning ... Full text CiteMessage from Program Chairs
Journal Article Proceedings 2024 IEEE International Symposium on Workload Characterization Iiswc 2024 · January 1, 2024 Full text CiteRecent Grants
Meta: The Design and Fabrication of a Proof of Concept ProSE-based Accelerator for Efficient BERT-style Model Inference.
ResearchPrincipal Investigator · Awarded by Meta · 2023 - 2026AI Institute: Athena: AI-Driven Next-generation Networks at the Edge
ResearchSenior Investigator · Awarded by National Science Foundation · 2021 - 2026CAREER: Effectuating Hardware-Accelerated Systems with Domain-Specific Primitives
ResearchPrincipal Investigator · Awarded by National Science Foundation · 2021 - 2026View All Grants
Education, Training & Certifications
Columbia University ·
2014
Ph.D.