Ehsan Aghapour

Latest

• The paper 'Early-Exit DNN Inference on HMPSoCs' was accepted at IEEE EDGE '25.
• The paper 'Para-Pipe: Exploiting Hierarchical Operator Parallelism of ML Computational Graphs on SoCs' was accepted for publication in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD).
• ARM-CO-UP: ARM COoperative Utilization of Processors
• The paper 'PiQi: Partially Quantized DNN Inference on HMPSoCs' was accepted at ACM/IEEE ISLPED 2024.
• The paper 'ARM-CO-UP: ARM COoperative Utilization of Processors' was accepted for publication in the ACM Transactions on Design Automation of Electronic Systems.
• PiQi: Partially Quantized DNN Inference on HMPSoCs
• The demo/tool 'ARM-CO-UP: ARM Co-Operative Utilization of Processors' was accepted for the Embedded Systems Software Competition at the IEEE/ACM Embedded Systems Week 2023.
• The paper 'PELSI: Power-Efficient Layer-Switched Inference' has been nominated for the Best Paper Award at IEEE RTCSA '23!
• The paper 'PELSI: Power-Efficient Layer-Switched Inference' was accepted for publication at IEEE RTCSA '23.
• Edge AI
• The chapter 'Pipelined CNN Inference on Heterogeneous Multi-Processor System-on-Chip' was accepted for the book on Embedded Machine Learning for Cyber Physical, IoT, and Edge Computing (Springer).
• The paper 'CPU-GPU Layer-Switched Low Latency CNN Inference' was accepted for Euromicro DSD 2022.