Alexander Hoffman

According to our database, Alexander Hoffman authored at least 10 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

MCUBench: A Benchmark of Tiny Object Detectors on MCUs.

Sudhakar Sah, Darshan C. Ganji, Matteo Grimaldi, Ravish Kumar, Alexander Hoffman, Honnesh Rohmetra, Ehsan Saboori

CoRR, 2024

QGen: On the Ability to Generalize in Quantization Aware Training.

MohammadHossein AskariHemmat, Ahmadreza Jeddi, Reyhane Askari Hemmat, Ivan Lazarevich, Alexander Hoffman, Sudhakar Sah, Ehsan Saboori, Yvon Savaria, Jean-Pierre David

CoRR, 2024

MuNAS: TinyML Network Architecture Search Using Goal Attainment and Reinforcement Learning.

Alexander Hoffman, Ulf Schlichtmann, Daniel Mueller-Gritschneder

Proceedings of the 13th Mediterranean Conference on Embedded Computing, 2024

MuDSE: GA-ILP-based Framework for Automated Deployment of Multiple DNNs on Heterogeneous Mixed-Criticality Systems.

Alexander Hoffman, Ala Fnayou, Fedor Smirnov, Daniel Mueller-Gritschneder, Ulf Schlichtmann

Proceedings of the IEEE International Conference on Omni-layer Intelligent Systems, 2024

2023

DeepGEMM: Accelerated Ultra Low-Precision Inference on CPU Architectures using Lookup Tables.

Darshan C. Ganji, Saad Ashfaq, Ehsan Saboori, Sudhakar Sah, Saptarshi Mitra, MohammadHossein AskariHemmat, Alexander Hoffman, Ahmed Hassanien, Mathieu Léonardon

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

DeepliteRT: Computer Vision at the Edge.

Saad Ashfaq, Alexander Hoffman, Saptarshi Mitra, Sudhakar Sah, MohammadHossein AskariHemmat, Ehsan Saboori

Proceedings of the 34th British Machine Vision Conference 2023, 2023

2022

Accelerating Deep Learning Model Inference on Arm CPUs with Ultra-Low Bit Quantization and Runtime.

Saad Ashfaq, MohammadHossein AskariHemmat, Sudhakar Sah, Ehsan Saboori, Olivier Mastropietro, Alexander Hoffman

CoRR, 2022

QReg: On Regularization Effects of Quantization.

MohammadHossein AskariHemmat, Reyhane Askari Hemmat, Alexander Hoffman, Ivan Lazarevich, Ehsan Saboori, Olivier Mastropietro, Yvon Savaria, Jean-Pierre David

CoRR, 2022

2021

DeeperThings: Fully Distributed CNN Inference on Resource-Constrained Edge Devices.

Rafael Stahl, Alexander Hoffman, Daniel Mueller-Gritschneder, Andreas Gerstlauer, Ulf Schlichtmann

Int. J. Parallel Program., 2021

2020

BrezeFlow: Unified Debugger for Android CPU Power Governors and Schedulers on Edge Devices.

Alexander Hoffman, Anuj Pathania, Philipp H. Kindt, Samarjit Chakraborty, Tulika Mitra

Proceedings of the 57th ACM/IEEE Design Automation Conference, 2020