Fine-Grained Power Modeling of Multicore Processors Using FFNNs
Sagi, Mark, Vu Doan, Nguyen Anh, Fasfous, Nael, Wild, Thomas, Herkersdorf, Andreas
Published in International journal of parallel programming (01.04.2022)
Published in International journal of parallel programming (01.04.2022)
Get full text
Journal Article
MATAR: Multi-Quantization-Aware Training for Accurate and Fast Hardware Retargeting
Mori, Pierpaolo, Thoma, Moritz, Frickenstein, Lukas, Sampath, Shambhavi Balamuthu, Fasfous, Nael, Vemparala, Manoj Rohit, Frickenstein, Alexander, Stechele, Walter, Mueller-Gritschneder, Daniel, Passerone, Claudio
Published in 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE) (25.03.2024)
Published in 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE) (25.03.2024)
Get full text
Conference Proceeding
Wino Vidi Vici: Conquering Numerical Instability of 8-bit Winograd Convolution for Accurate Inference Acceleration on Edge
Mori, Pierpaolo, Frickenstein, Lukas, Sampath, Shambhavi Balamuthu, Thoma, Moritz, Fasfous, Nael, Vemparala, Manoj Rohit, Frickenstein, Alexander, Unger, Christian, Stechele, Walter, Mueller-Gritschneder, Daniel, Passerone, Claudio
Published in 2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (03.01.2024)
Published in 2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (03.01.2024)
Get full text
Conference Proceeding
Exploring a Hybrid Voting-based Eviction Policy for Caches and Sparse Directories on Manycore Architectures
Srivatsa, Akshay, Fasfous, Nael, Anh Vu Doan, Nguyen, Nagel, Sebastian, Wild, Thomas, Herkersdorf, Andreas
Published in Microprocessors and microsystems (01.11.2021)
Published in Microprocessors and microsystems (01.11.2021)
Get full text
Journal Article
Mind the Scaling Factors: Resilience Analysis of Quantized Adversarially Robust CNNs
Fasfous, Nael, Frickenstein, Lukas, Neumeier, Michael, Vemparala, Manoj Rohit, Frickenstein, Alexander, Valpreda, Emanuele, Martina, Maurizio, Stechele, Walter
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
Get full text
Conference Proceeding
HW-Flow-Fusion: Inter-Layer Scheduling for Convolutional Neural Network Accelerators with Dataflow Architectures
Valpreda, Emanuele, Morì, Pierpaolo, Fasfous, Nael, Vemparala, Manoj Rohit, Frickenstein, Alexander, Frickenstein, Lukas, Stechele, Walter, Passerone, Claudio, Masera, Guido, Martina, Maurizio
Published in Electronics (Basel) (01.09.2022)
Published in Electronics (Basel) (01.09.2022)
Get full text
Journal Article
WinoTrain: Winograd-Aware Training for Accurate Full 8-bit Convolution Acceleration
Mori, Pierpaolo, Sampath, Shambhavi Balamuthu, Frickenstein, Lukas, Vemparala, Manoj-Rohit, Fasfous, Nael, Frickenstein, Alexander, Stechele, Walter, Passerone, Claudio
Published in 2023 60th ACM/IEEE Design Automation Conference (DAC) (09.07.2023)
Published in 2023 60th ACM/IEEE Design Automation Conference (DAC) (09.07.2023)
Get full text
Conference Proceeding
HW-Flow: A Multi-Abstraction Level HW-CNN Codesign Pruning Methodology
Vemparala, Manoj-Rohit, Fasfous, Nael, Frickenstein, Alexander, Valpreda, Emanuele, Camalleri, Manfredi, Zhao, Qi, Unger, Christian, Nagaraja, Naveen-Shankar, Martina, Maurizio, Stechele, Walter
Published in Leibniz transactions on embedded systems (01.11.2022)
Published in Leibniz transactions on embedded systems (01.11.2022)
Get full text
Journal Article
Investigating Binary Neural Networks for Traffic Sign Detection and Recognition
Chen, Ee Heng, Vemparala, Manoj Rohit, Fasfous, Nael, Frickenstein, Alexander, Mzid, Ahmed, Nagaraja, Naveen Shankar, Zeisler, Joran, Stechele, Walter
Published in 2021 IEEE Intelligent Vehicles Symposium (IV) (11.07.2021)
Published in 2021 IEEE Intelligent Vehicles Symposium (IV) (11.07.2021)
Get full text
Conference Proceeding
Long Short-Term Memory Neural Network-based Power Forecasting of Multi-Core Processors
Sagi, Mark, Rapp, Martin, Khdr, Heba, Zhang, Yizhe, Fasfous, Nael, Vu Doan, Nguyen Anh, Wild, Thomas, Henkel, Jorg, Herkersdorf, Andreas
Published in 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.02.2021)
Published in 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.02.2021)
Get full text
Conference Proceeding
The ZuSE-KI-Mobil AI Accelerator SoC: Overview and a Functional Safety Perspective
Kempf, Fabian, Hoefer, Julian, Harbaum, Tanja, Becker, Juergen, Fasfous, Nael, Frickenstein, Alexander, Voegel, Hans-Joerg, Friedrich, Simon, Wittig, Robert, Matus, Emil, Fettweis, Gerhard, Lueders, Matthias, Blume, Holger, Benndorf, Jens, Grantz, Darius, Zeller, Martin, Engelke, Dietmar, Eickel, Karl-Heinz
Published in 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.04.2023)
Published in 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.04.2023)
Get full text
Conference Proceeding
ALF: Autoencoder-based Low-rank Filter-sharing for Efficient Convolutional Neural Networks
Frickenstein, Alexander, Vemparala, Manoj-Rohit, Fasfous, Nael, Hauenschild, Laura, Nagaraja, Naveen-Shankar, Unger, Christian, Stechele, Walter
Published in 2020 57th ACM/IEEE Design Automation Conference (DAC) (01.07.2020)
Published in 2020 57th ACM/IEEE Design Automation Conference (DAC) (01.07.2020)
Get full text
Conference Proceeding
AnaCoNGA: Analytical HW-CNN Co-Design Using Nested Genetic Algorithms
Fasfous, Nael, Vemparala, Manoj Rohit, Frickenstein, Alexander, Valpreda, Emanuele, Salihu, Driton, Hufer, Julian, Singh, Anmol, Nagaraja, Naveen-Shankar, Voegel, Hans-Joerg, Vu Doan, Nguyen Anh, Martina, Maurizio, Becker, Juergen, Stechele, Walter
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
Get full text
Conference Proceeding
BinaryCoP: Binary Neural Network-based COVID-19 Face-Mask Wear and Positioning Predictor on Edge Devices
Fasfous, Nael, Vemparala, Manoj-Rohit, Frickenstein, Alexander, Frickenstein, Lukas, Badawy, Mohamed, Stechele, Walter
Published in 2021 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW) (01.06.2021)
Published in 2021 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW) (01.06.2021)
Get full text
Conference Proceeding
Lightweight Instruction Set for Flexible Dilated Convolutions and Mixed-Precision Operands
Friedrich, Simon, Sampath, Shambhavi Balamuthu, Wittig, Robert, Vemparala, Manoj Rohit, Fasfous, Nael, Matus, Emil, Stechele, Walter, Fettweis, Gerhard
Published in 2023 24th International Symposium on Quality Electronic Design (ISQED) (05.04.2023)
Published in 2023 24th International Symposium on Quality Electronic Design (ISQED) (05.04.2023)
Get full text
Conference Proceeding
Adversarial Robust Model Compression using In-Train Pruning
Vemparala, Manoj-Rohit, Fasfous, Nael, Frickenstein, Alexander, Sarkar, Sreetama, Zhao, Qi, Kuhn, Sabine, Frickenstein, Lukas, Singh, Anmol, Unger, Christian, Nagaraja, Naveen-Shankar, Wressnegger, Christian, Stechele, Walter
Published in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2021)
Published in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2021)
Get full text
Conference Proceeding
BinaryCoP: Binary Neural Network-based COVID-19 Face-Mask Wear and Positioning Predictor on Edge Devices
Fasfous, Nael, Manoj-Rohit Vemparala, Frickenstein, Alexander, Frickenstein, Lukas, Stechele, Walter
Published in arXiv.org (17.06.2021)
Published in arXiv.org (17.06.2021)
Get full text
Paper
Journal Article