| Learning sparse & ternary neural networks with entropy-constrained trained ternarization (EC2T) A Marban, D Becking, S Wiedemann, W Samek Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020 | 12 | 2020 |
| ECQx: Explainability-Driven Quantization for Low-Bit and Sparse DNNs D Becking, M Dreyer, W Samek, K Müller, S Lapuschkin International Workshop on Extending Explainable AI Beyond Deep Models and …, 2022 | 10 | 2022 |
| Fantastic4: A hardware-software co-design approach for efficiently running 4bit-compact multilayer perceptrons S Wiedemann, S Shivapakash, D Becking, P Wiedemann, W Samek, ... IEEE Open Journal of Circuits and Systems 2, 407-419, 2021 | 10 | 2021 |
| Encoder optimizations for the nnr standard on neural network compression P Haase, D Becking, H Kirchhoffer, K Müller, H Schwarz, W Samek, ... 2021 IEEE International Conference on Image Processing (ICIP), 3522-3526, 2021 | 8 | 2021 |
| Adaptive differential filters for fast and communication-efficient federated learning D Becking, H Kirchhoffer, G Tech, P Haase, K Müller, H Schwarz, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022 | 5 | 2022 |
| History Dependent Significance Coding for Incremental Neural Network Compression G Tech, P Haase, D Becking, H Kirchhoffer, K Müller, J Pfaff, H Schwarz, ... 2022 IEEE International Conference on Image Processing (ICIP), 3541-3545, 2022 | 1 | 2022 |
| Finding Storage- and Compute-Efficient Convolutional Neural Networks D Becking, S Wiedemann, T Wiegand, KR Müller Master's Thesis, Technische Universität Berlin, 2020. doi:10.5281/zenodo.5501152, 2020 | 1 | 2020 |
| Apparatus, method and computer program for decoding neural network parameters and apparatus, method and computer program for encoding neural network parameters using an update … P Haase, H Kirchhoffer, D Becking, G Tech, K Mueller, W Samek, ... US Patent App. 18/380,551, 2024 | | 2024 |
| Decoder, encoder, controller, method and computer program for updating neural network parameters using node information H Kirchhoffer, K Müller, P Haase, D Becking, G Tech, W Samek, ... US Patent App. 18/487,885, 2024 | | 2024 |
| Neural Network Coding of Difference Updates for Efficient Distributed Learning Communication D Becking, K Müller, P Haase, H Kirchhoffer, G Tech, W Samek, ... IEEE Transactions on Multimedia, 2024 | | 2024 |
| NNCodec: An Open Source Software Implementation of the Neural Network Coding ISO/IEC Standard D Becking, P Haase, H Kirchhoffer, K Müller, W Samek, D Marpe ICML 2023 Workshop Neural Compression: From Information Theory to Applications, 2023 | | 2023 |
| Low Cost chemiresistor arrays for the detection of VOC's EP Wete, R Dittrich, Y Joseph, D Becking, R Panskus, A Ostmann Smart Systems Integration Conference (SSI). Proceedings: International …, 2016 | | 2016 |
| Miniaturisierung von Kupferstrukturen in Subtraktivtechnik: Grenzen der Laserdirektbelichtung D Becking Hochschule für Technik und Wirtschaft Berlin, 2016 | | 2016 |
Wojciech SamekProfessor at TU Berlin, Head of AI Department at Fraunhofer HHI, BIFOLD FellowVerified email at tu-berlin.de
