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
Transferable Pre-Synthesis PPA Estimation for RTL Designs With Data Augmentation Techniques
Journal Article IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems · January 1, 2024 In modern VLSI design flow, evaluating the quality of register-transfer level (RTL) designs involves time-consuming logic synthesis using EDA tools, a process that often slows down early optimization. While recent machine learning solutions offer some adva ... Full text CiteMessage from Program Chairs
Journal Article Proceedings - 2024 IEEE International Symposium on Workload Characterization, IISWC 2024 · January 1, 2024 Full text CiteFast, Robust and Transferable Prediction for Hardware Logic Synthesis
Conference Proceedings of the 56th Annual IEEE/ACM International Symposium on Microarchitecture, MICRO 2023 · October 28, 2023 The increasing complexity of computer chips and the slow logic synthesis process have become major bottlenecks in the hardware design process, also hindering the ability of hardware generators to make informed design decisions while considering hardware co ... 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.