YALE UNIVERSITY

We are located in the Electrical & Computer Engineering Department at Dunham Labs. The lab is led by Prof. Priyadarshini Panda. Our lab's research focuses on developing algorithm and hardware design solutions to enable energy-efficient, sustainable and ubiquitous artificial intelligence (AI) technologies. We are inspired by the brain and embrace the nature's blueprint of integrating efficiency, robustness and adapatibility together as we shape the future of sustainable AI... Feb. 2025 - PacQ: A SIMT Microarchitecture for Efficient Dataflow in Hyper-asymmetric GEMMs accepted in DAC 2025. We investigate methods to accelerate GEMM operations involving packed low-precision INT weights and high-precision FP activations. Our approach co-optimizes tile-level packing and dataflow strategies for INT weight matrices. We further design a specialized FP-INT multiplier unit tailored to our packing and dataflow strategies, enabling parallel processing of multiple INT weights. [Paper]... Aug. 2024..

Also known as: Intelligent Computing Lab

Primary location: New Haven United States