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Quantization Effects of Artificial Neural Networks for Embedded Edge-Computing Applications2025 JuSER (Forschungszentrum Jülich) preprint Computer Science Advanced Neural Network Applications Open access
Alperen Aksoy, Ilja Bekman, Vesselin Dimitrov, Qader Dorosti, Chimezie Eguzo, Sarah Fleitmann, +3 more
0citations -
PEACE: Private and Energy-Efficient Algorithm for Cardiac Evaluation on the EDGE using Modified Split Learning and Model Quantization2023 International Conference on Information and Communication Systems (ICICS) conference-paper Medicine ECG Monitoring and Analysis
Ahmad Ayad, Mahdi Barhoush, Johnson Loh, Tobias Gemmeke, Anke Schmeink
5citations -
Quantization-Aided Secrecy: FD C-RAN Communications With Untrusted Radios2022 IEEE Transactions on Wireless Communications article Engineering Wireless Communication Security Techniques
Omid Taghizadeh, Tianyu Yang, Hiroki Iimori, Giuseppe Thadeu Freitas de Abreu, Ali Çağatay Cırık, Rudolf Mathar
8citations -
QS4D: Quantization‐Aware Training for Efficient Hardware Deployment of Structured State‐Space Sequential Models2026 Advanced Intelligent Systems article Computer Science Advanced Neural Network Applications Open access
Sebastian Siegel, Ming-Jay Yang, Younes Bouhadjar, Maxime Fabre, Emre Neftci, John Paul Strachan
1citations -
Communication-efficient Decentralised Federated Learning via Low Huffman-coded Delta Quantization Scheme2024 International Wireless Communications and Mobile Computing Conference (IWCMC) conference-paper Computer Science Privacy-Preserving Technologies in Data
Mahdi Barhoush, Ahmad Ayad, Mohammad Kohankhaki, Anke Schmeink
5citations