33 citations · 56 across the 10 of their papers we have counts for
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cs.AR2023★ 6 cited
INR-Arch: A Dataflow Architecture and Compiler for Arbitrary-Order Gradient Computations in Implicit Neural Representation Processing
Stefan Abi-Karam, Rishov Sarkar, Dejia Xu +3
An increasing number of researchers are finding use for nth-order gradient computations for a wide variety of applications, including graphics, meta-learning (MAML), scientific com…
cs.AR2023
Edge-MoE: Memory-Efficient Multi-Task Vision Transformer Architecture with Task-level Sparsity via Mixture-of-Experts
Rishov Sarkar, Hanxue Liang, Zhiwen Fan +2
Computer vision researchers are embracing two promising paradigms: Vision Transformers (ViTs) and Multi-task Learning (MTL), which both show great performance but are computation-i…
cs.PF2023
LightningSim: Fast and Accurate Trace-Based Simulation for High-Level Synthesis
Rishov Sarkar, Cong Hao
High-Level Synthesis allows hardware designers to create complex RTL designs using C/C++. The traditional HLS workflow involves iterations of C/C++ simulation for partial functiona…