CEDR: A compiler-integrated, extensible DSSoC runtime

J Mack, S Hassan, N Kumbhare… - ACM Transactions on …, 2023 - dl.acm.org
In this work, we present a C ompiler-integrated, E xtensible D omain Specific System on
Chip R untime (CEDR) ecosystem to facilitate research toward addressing the challenges of …

Hybrid fuzzy-based deep remora reinforcement learning based task scheduling in heterogeneous multicore-processor

S Gupta, G Agarwal - Microprocessors and Microsystems, 2022 - Elsevier
In recent times, heterogeneous multicore processors have played a critical role in many
applications because they provide better performance in adapting power constraints with …

FARSI: An early-stage design space exploration framework to tame the domain-specific system-on-chip complexity

B Boroujerdian, Y **g, D Tripathy, A Kumar… - ACM Transactions on …, 2023 - dl.acm.org
Domain-specific SoCs (DSSoCs) are an attractive solution for domains with extremely
stringent power, performance, and area constraints. However, DSSoCs suffer from two …

Targeting dnn inference via efficient utilization of heterogeneous precision dnn accelerators

O Spantidi, G Zervakis, S Alsalamin… - … on Emerging Topics …, 2022 - ieeexplore.ieee.org
Modern applications rely more and more on the simultaneous execution of multiple DNNs,
and Heterogeneous DNN Accelerators (HDAs) prevail as a solution to this trend. In this …

Domain-Specific STT-MRAM-based In-Memory Computing: A Survey

A Yusuf, T Adegbija, D Gajaria - IEEE Access, 2024 - ieeexplore.ieee.org
In recent years, the rapid growth of big data and the increasing demand for high-
performance computing have fueled the development of novel computing architectures …

Unlocking real-time fluorescence lifetime imaging: multi-pixel parallelism for FPGA-accelerated processing

I Erbas, A Amarnath, V Pandey, K Swaminathan… - arxiv preprint arxiv …, 2024 - arxiv.org
Fluorescence lifetime imaging (FLI) is a widely used technique in the biomedical field for
measuring the decay times of fluorescent molecules, providing insights into metabolic states …

Heterogeneity-aware scheduling on SoCs for autonomous vehicles

A Amarnath, S Pal, HT Kassa, A Vega… - IEEE Computer …, 2021 - ieeexplore.ieee.org
Fully autonomous vehicles (AVs) must meet stringent real-time performance and safety-
criticality constraints of multiple applications simultaneously in highly dynamic …

Hetsched: Quality-of-mission aware scheduling for autonomous vehicle socs

A Amarnath, S Pal, H Kassa, A Vega… - arxiv preprint arxiv …, 2022 - arxiv.org
Systems-on-Chips (SoCs) that power autonomous vehicles (AVs) must meet stringent
performance and safety requirements prior to deployment. With increasing complexity in AV …

CEDR-API: Productive, Performant Programming of Domain-Specific Embedded Systems

J Mack, S Gener, S Hassan… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
As the computing landscape evolves, system designers continue to explore design
methodologies that leverage increased levels of heterogeneity to push performance within …

Socrates: System-on-chip resource adaptive scheduling using deep reinforcement learning

TT Sung, B Ryu - 2021 20th IEEE International Conference on …, 2021 - ieeexplore.ieee.org
Deep Reinforcement Learning (DRL) is being increasingly applied to the problem of
resource allocation for emerging System-on-Chip (SoC) applications, and has shown …