CoNLoCNN: Exploiting Correlation and Non-Uniform Quantization for Energy-Efficient Low-precision Deep Convolutional Neural Networks. - Muhammad Abdullah Hanif; Giuseppe Maria Sarda; Alberto Marchisio; Guido Masera; Maurizio Martina; Muhammad Shafique 001 (IJCNN, 2022)

DIANA: An End-to-End Energy-Efficient Digital and ANAlog Hybrid Neural Network SoC. - Kodai Ueyoshi; Ioannis A. Papistas; Pouya Houshmand; Giuseppe Maria Sarda; Vikram Jain; Man Shi; Qilin Zheng; Juan Sebastian Piedrahita Giraldo; Peter Vrancx; Jonas Doevenspeck; Debjyoti Bhattacharjee; Stefan Cosemans; et al. (ISSCC, 2022)

HTVM: Efficient Neural Network Deployment On Heterogeneous TinyML Platforms. - Josse Van Delm; Maarten Vandersteegen; Alessio Burrello; Giuseppe Maria Sarda; Francesco Conti 001; Daniele Jahier Pagliari; Luca Benini; Marian Verhelst (DAC, 2023)

Optimising GPGPU Execution Through Runtime Micro-Architecture Parameter Analysis. - Giuseppe Maria Sarda; Nimish Shah; Debjyoti Bhattacharjee; Peter Debacker; Marian Verhelst (IISWC, 2023)

Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference. - Matteo Risso; Alessio Burrello; Giuseppe Maria Sarda; Luca Benini; Enrico Macii; Massimo Poncino; Marian Verhelst; Daniele Jahier Pagliari (ISLPED, 2023)

AIMC Modeling and Parameter Tuning for Layer-Wise Optimal Operating Point in DNN Inference. - Iman Dadras; Giuseppe Maria Sarda; Nathan Laubeuf; Debjyoti Bhattacharjee; Arindam Mallik (IEEE Access, 2023)

DIANA: An End-to-End Hybrid DIgital and ANAlog Neural Network SoC for the Edge. - Pouya Houshmand; Giuseppe Maria Sarda; Vikram Jain; Kodai Ueyoshi; Ioannis A. Papistas; Man Shi; Qilin Zheng; Debjyoti Bhattacharjee; Arindam Mallik; Peter Debacker; Diederik Verkest; Marian Verhelst (IEEE J. Solid State Circuits, 2023)

Cooperative Warp Execution in Tensor Core for RISC-V GPGPU. - Abubakr Nada; Giuseppe Maria Sarda; Erwan Lenormand (HPCA, 2025)

MATCH: Model-Aware TVM-Based Compilation for Heterogeneous Edge Devices. - Mohamed Amine Hamdi; Francesco Daghero; Giuseppe Maria Sarda; Josse Van Delm; Arne Symons; Luca Benini; Marian Verhelst; Daniele Jahier Pagliari; Alessio Burrello (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2025)