BlitzCoin: Fully Decentralized hardware power management for accelerator-rich SoCs

M Cochet, K Swaminathan, E Loscalzo… - 2024 ACM/IEEE 51st …, 2024 - ieeexplore.ieee.org
On-chip power-management techniques have evolved over several processor generations.
However, response time and scalability constraints have made it difficult to translate existing …

Predict; don't react for enabling efficient fine-grain dvfs in gpus

S Bharadwaj, S Das, K Mazumdar… - Proceedings of the 28th …, 2023 - dl.acm.org
With the continuous improvement of on-chip integrated voltage regulators (IVRs) and fast,
adaptive frequency control, dynamic voltage-frequency scaling (DVFS) transition times have …

[PDF][PDF] A Neuro-Symbolic Approach to Runtime Optimization in Resource Constrained Heterogeneous Systems

C Subramanian, S Swaminathan, M Liu… - … Joint Conference on …, 2023 - nsa-wksp.github.io
Our approach to runtime optimization of heterogeneous systems using Reinforcement
Learning (RL) and neuro-symbolic Logical Neural Networks (LNN) is described. We provide …

Framework para investigação de mapeamentos de aplicações em arquiteturas manycore

DP Lima - 2022 - bdtd.ibict.br
This thesis proposes an implementation of a framework for map** graphs onto manycore
architectures with multi-objective metrics optimization. The aim is to propose a new …