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
LLM.265: Video Codecs are Secretly Tensor Codecs
Conference Proceedings of the Annual International Symposium on Microarchitecture Micro · October 17, 2025 As the parameter size of large language models (LLMs) continues to expand, the need for a large memory footprint and high communication bandwidth have become significant bottlenecks for the training and inference of LLMs. To mitigate these bottlenecks, var ... Full text CiteBigLittleMCA: A Spatially-Optimal Tiled Hardware Accelerator for MCMC Image Processing
Journal Article ACM Transactions on Architecture and Code Optimization · September 17, 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 produce an accurate ... Full text CiteAssassyn: A Unified Abstraction for Architectural Simulation and Implementation
Conference Proceedings International Symposium on Computer Architecture · June 21, 2025 The continuous growth of on-chip transistors driven by technology scaling urges architecture developers to design and implement novel architectures to effectively utilize the excessive on-chip resources. Due to the challenges of programming in register-tra ... Full text CiteRecent Grants
AI Institute: Athena: AI-Driven Next-generation Networks at the Edge
ResearchSenior Investigator · Awarded by National Science Foundation · 2021 - 2027Meta: The Design and Fabrication of a Proof of Concept ProSE-based Accelerator for Efficient BERT-style Model Inference.
ResearchPrincipal Investigator · Awarded by Meta · 2023 - 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.