Research
Speech and NLP
We explore efficient computations of natural language processing (NLP) and speech recognition applications from software and hardware perspectives.
Probabilistic AI
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RecSys
Recommendation systems form the backbone of popular internet services like entertainment streaming, e-commerce and social media (e.g., Netflix, Amazon, Facebook).
Heterogeneous System Modeling and Optimization
With Moore's law ending, there is a major push towards heterogeneity, where the modern SoCs consist of general-purpose CPUs, specialized hardware accelerators, GPUs, and FPGAs.
Accelerator Discovery and Programmability
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eNVM
In the face of the memory wall, DRAM technology scaling issues, the exploration and evaluation of emerging, alternative memory technologies is an essential pursuit for enabling efficient future memory systems.
Privacy-Preserving Machine Learning
We characterize performance overhead of privacy-preserving computation techniques, focusing on homomorphic encryption (HE) technique.
“Agile” Chip Building (CRAFT, ChipKit, Chip Gallery)
Research test chips are the ultimate experiment to demonstrate the true value of novel computer architecture innovations.
Climate/Carbon
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Robobees 2.0/Drones
Aerial robots or drones have a variety of applications, such as package delivery, search and rescue, surveillance, sports photography, and more.
