BrezeFlow: Unified Debugger for Android CPU Power Governors and Schedulers on Edge Devices. - Alexander Hoffman; Anuj Pathania; Philipp H. Kindt; Samarjit Chakraborty; Tulika Mitra (DAC, 2020)

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)

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)

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)

DeepliteRT: Computer Vision at the Edge. - Saad Ashfaq; Alexander Hoffman; Saptarshi Mitra; Sudhakar Sah; MohammadHossein AskariHemmat; Ehsan Saboori (BMVC, 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 (CVPR Workshops, 2023)

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 (COINS, 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 (ECCV Workshops (11), 2024)

MuNAS: TinyML Network Architecture Search Using Goal Attainment and Reinforcement Learning. - Alexander Hoffman; Ulf Schlichtmann; Daniel Mueller-Gritschneder (MECO, 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)

Accelerating and enhancing thermodynamic simulations of electrochemical interfaces. - Xiaochen Du; Mengren Liu; Jiayu Peng; Hoje Chun; Alexander Hoffman; Bilge Yildiz; Lin Li; Martin Z. Bazant; Rafael Gómez-Bombarelli (CoRR, 2025)