most citedRuntime Task Scheduling using Imitation Learning for Heterogeneous Many-Core Systems

42 citations · 42 across the 4 of their papers we have counts for

collaborators

10 papers

cs.DC2020

Online Adaptive Learning for Runtime Resource Management of Heterogeneous SoCs

Sumit K. Mandal, Umit Y. Ogras, Janardhan Rao Doppa +3

Dynamic resource management has become one of the major areas of research in modern computer and communication system design due to lower power consumption and higher performance d…

cs.AR202042 cited

Runtime Task Scheduling using Imitation Learning for Heterogeneous Many-Core Systems

Anish Krishnakumar, Samet E. Arda, A. Alper Goksoy +4

Domain-specific systems-on-chip, a class of heterogeneous many-core systems, are recognized as a key approach to narrow down the performance and energy-efficiency gap between custo…

cs.PF2020

Analytical Performance Modeling of NoCs under Priority Arbitration and Bursty Traffic

Sumit K. Mandal, Raid Ayoub, Michael Kishinevsky +2

Networks-on-Chip (NoCs) used in commercial many-core processors typically incorporate priority arbitration. Moreover, they experience bursty traffic due to application workloads. H…

cs.DC2020

User-Space Emulation Framework for Domain-Specific SoC Design

Joshua Mack, Nirmal Kumbhare, Anish NK +2

In this work, we propose a portable, Linux-based emulation framework to provide an ecosystem for hardware-software co-design of Domain-specific SoCs (DSSoCs) and enable their rapid…

eess.SY2020

An Online Learning Methodology for Performance Modeling of Graphics Processors

Ujjwal Gupta, Manoj Babu, Raid Ayoub +4

Approximately 18 percent of the 3.2 million smartphone applications rely on integrated graphics processing units (GPUs) to achieve competitive performance. Graphics performance, ty…

eess.SY2020

Analysis and Control of Power-Temperature Dynamics in Heterogeneous Multiprocessors

Ganapati Bhat, Suat Gumussoy, Umit Y. Ogras

Virtually all electronic systems try to optimize a fundamental trade-off between higher performance and lower power consumption. The latter becomes critical in mobile computing sys…