Reinforcement learning for thermal-aware many-core task allocation

S Lu, R Tessier, W Burleson - Proceedings of the 25th edition on Great …, 2015 - dl.acm.org
To maintain reliable operation, task allocation for many-core processors must consider the
heat interaction of processor cores and network-on-chip routers in performing task …

Perceptron based consumer prediction in shared-memory multiprocessors

S Leventhal, M Franklin - 2006 International Conference on …, 2006 - ieeexplore.ieee.org
Recent research has shown that forwarding speculative data to other processors before it is
requested can improve the performance of multiprocessor systems. The most recent work in …

Low-cost and efficient prediction hardware for tabular data using tiny classifier circuits

K Iordanou, T Atkinson, E Ozer, J Kufel, G Aligada… - Nature …, 2024 - nature.com
A typical machine learning development cycle maximizes performance during model
training and then minimizes the memory and area footprint of the trained model for …

Prediction models for multi-dimensional power-performance optimization on many cores

M Curtis-Maury, A Shah, F Blagojevic… - Proceedings of the 17th …, 2008 - dl.acm.org
Power has become a primary concern for HPC systems. Dynamic voltage and frequency
scaling (DVFS) and dynamic concurrency throttling (DCT) are two software tools (or knobs) …

Speck: A kernel for scalable predictability

Q Wang, Y Ren, M Scaperoth… - 21st IEEE Real-Time and …, 2015 - ieeexplore.ieee.org
Multi-and many-core systems are increasingly prevalent in embedded systems. Additionally,
isolation requirements between different partitions and criticalities are gaining in importance …

General behavioral thermal modeling and characterization for multi-core microprocessor design

TJA Eguia, SXD Tan, R Shen… - … , Automation & Test …, 2010 - ieeexplore.ieee.org
This paper proposes a new architecture-level thermal modeling method to address the
emerging thermal related analysis and optimization problem for high-performance multi-core …

Fast and cycle-accurate modeling of a multicore processor

A Khan, M Vijayaraghavan… - … Analysis of Systems & …, 2012 - ieeexplore.ieee.org
An ideal simulator allows an architect to swiftly explore design alternatives and accurately
determine their impact on performance. Design exploration requires simulators to be easily …

Design methodology and run-time management for predictable many-core systems

S Wildermann, A Weichslgartner… - 2015 IEEE International …, 2015 - ieeexplore.ieee.org
Many-core systems provide a feasible means to build high-performance multi-application
systems. They are increasingly exposed to dynamic changes due to varying and online …

Learning-based analytical cross-platform performance prediction

X Zheng, P Ravikumar, LK John… - 2015 International …, 2015 - ieeexplore.ieee.org
As modern processors are becoming increasingly complex, fast and accurate performance
prediction is crucial during the early phases of hardware and software co-development. To …

Prediction-based power-performance adaptation of multithreaded scientific codes

M Curtis-Maury, F Blagojevic… - … on Parallel and …, 2008 - ieeexplore.ieee.org
Computing has recently reached an inflection point with the introduction of multi-core
processors. On-chip thread-level parallelism is doubling approximately every other year …