Rishov Sarkar

FlowGNN: A Dataflow Architecture for Universal Graph Neural Network Inference via Multi-Queue Streaming

Rishov Sarkar, Stefan Abi-Karam, Yuqiang He, 2022, ArXiv.

A Generic FPGA Accelerator Framework for Ultra-Fast GNN Inference

Rishov Sarkar, Cong Hao, 2022 .

M3ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design

Zhangyang Wang, Kai Zou, Yu Cheng, 2022, NeurIPS.

FlowGNN: A Dataflow Architecture for Real-Time Workload-Agnostic Graph Neural Network Inference

Rishov Sarkar, Stefan Abi-Karam, Yuqiang He, 2022, 2023 IEEE International Symposium on High-Performance Computer Architecture (HPCA).

GenGNN: A Generic FPGA Framework for Graph Neural Network Acceleration

Cong Hao, Stefan Abi-Karam, Yuqi He, 2022, ArXiv.

INR-Arch: A Dataflow Architecture and Compiler for Arbitrary-Order Gradient Computations in Implicit Neural Representation Processing

Rishov Sarkar, Stefan Abi-Karam, Zhiwen Fan, 2023, 2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD).