Search Results for author: Jeronimo Castrillon

Found 5 papers, 0 papers with code

Full-Stack Optimization for CAM-Only DNN Inference

no code implementations23 Jan 2024 João Paulo C. de Lima, Asif Ali Khan, Luigi Carro, Jeronimo Castrillon

The accuracy of neural networks has greatly improved across various domains over the past years.

Shisha: Online scheduling of CNN pipelines on heterogeneous architectures

no code implementations23 Feb 2022 Pirah Noor Soomro, Mustafa Abduljabbar, Jeronimo Castrillon, Miquel Pericàs

Shisha targets heterogeneity in compute performance and memory bandwidth and tunes the pipeline schedule through a fast online exploration technique.

Scheduling

Brain-inspired Cognition in Next Generation Racetrack Memories

no code implementations3 Nov 2021 Asif Ali Khan, Sebastien Ollivier, Stephen Longofono, Gerald Hempel, Jeronimo Castrillon, Alex K. Jones

Hyperdimensional computing (HDC) is an emerging computational framework inspired by the brain that operates on vectors with thousands of dimensions to emulate cognition.

One-Shot Learning

A Reinforcement Learning Environment for Polyhedral Optimizations

no code implementations28 Apr 2021 Alexander Brauckmann, Andrés Goens, Jeronimo Castrillon

Existing problem formulations in state-of-the-art heuristics depend on the shape of particular loops, making it hard to leverage generic and more powerful optimization techniques from the machine learning domain.

BIG-bench Machine Learning reinforcement-learning +1

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