| Zero-Cost Proxies for Lightweight NAS MS Abdelfattah, A Mehrotra, Ł Dudziak, ND Lane 9th International Conference on Learning Representations (ICLR'21), 2021 | 450 | 2021 |
| Dynamic channel pruning: Feature boosting and suppression X Gao, Y Zhao, Ł Dudziak, R Mullins, C Xu 7th International Conference on Learning Representations (ICLR'19), 2019 | 441 | 2019 |
| Edgevits: Competing light-weight cnns on mobile devices with vision transformers J Pan, A Bulat, F Tan, X Zhu, L Dudziak, H Li, G Tzimiropoulos, B Martinez 17th European Conference on Computer Vision (ECCV'22), 2022 | 349 | 2022 |
| BRP-NAS: Prediction-based NAS using GCNs Ł Dudziak, T Chau, M Abdelfattah, R Lee, H Kim, N Lane 34th Conference on Neural Information Processing Systems (NeurIPS'20), 2020 | 291 | 2020 |
| μnas: Constrained neural architecture search for microcontrollers E Liberis, Ł Dudziak, ND Lane Proceedings of the 1st Workshop on Machine Learning and Systems, 70-79, 2021 | 166 | 2021 |
| Mobisr: Efficient on-device super-resolution through heterogeneous mobile processors R Lee, SI Venieris, L Dudziak, S Bhattacharya, ND Lane The 25th Annual International Conference on Mobile Computing and Networking …, 2019 | 127 | 2019 |
| Best of Both Worlds: AutoML Codesign of a CNN and its Hardware Accelerator MS Abdelfattah, Ł Dudziak, T Chau, R Lee, H Kim, ND Lane 57th Design Automation Conference (DAC'20), 2020 | 117 | 2020 |
| NAS-Bench-ASR: Reproducible Neural Architecture Search for Speech Recognition A Mehrotra, AG Ramos, S Bhattacharya, Ł Dudziak, R Vipperla, T Chau, ... 9th International Conference on Learning Representations (ICLR'21), 2021 | 98 | 2021 |
| Journey Towards Tiny Perceptual Super-Resolution R Lee, Ł Dudziak, M Abdelfattah, SI Venieris, H Kim, H Wen, ND Lane 16th European Conference on Computer Vision (ECCV'20), 2020 | 68 | 2020 |
| Smart at what cost? Characterising Mobile Deep Neural Networks in the wild M Almeida, S Laskaridis, A Mehrotra, L Dudziak, I Leontiadis, ND Lane ACM Internet Measurement Conference (IMC'21), 2021 | 56 | 2021 |
| Zero-Cost Operation Scoring in Differentiable Architecture Search L Xiang, Ł Dudziak, MS Abdelfattah, TCP Chau, ND Lane, H Wen 37th AAAI Conference on Artificial Intelligence (AAAI'23), 2023 | 35 | 2023 |
| ShrinkML: End-to-end ASR model compression using reinforcement learning Ł Dudziak, MS Abdelfattah, R Vipperla, S Laskaridis, ND Lane Proc. Interspeech 2019, 2235-2239, 2019 | 31* | 2019 |
| Mobilequant: Mobile-friendly quantization for on-device language models F Tan, R Lee, Ł Dudziak, SX Hu, S Bhattacharya, T Hospedales, ... arXiv preprint arXiv:2408.13933, 2024 | 20 | 2024 |
| BLOX: Macro Neural Architecture Search Benchmark and Algorithms TCP Chau, Ł Dudziak, H Wen, ND Lane, MS Abdelfattah 36th Conference on Neural Information Processing Systems, D&B Track (NeurIPS'22), 2022 | 16 | 2022 |
| Codesign-NAS: Automatic FPGA/CNN codesign using neural architecture search MS Abdelfattah, L Dudziak, T Chau, R Lee, H Kim, ND Lane Proceedings of the 2020 ACM/SIGDA International Symposium on Field …, 2020 | 14 | 2020 |
| FedorAS: Federated architecture search under system heterogeneity L Dudziak, S Laskaridis, J Fernandez-Marques arXiv preprint arXiv:2206.11239, 2022 | 12 | 2022 |
| Recurrent early exits for federated learning with heterogeneous clients R Lee, J Fernandez-Marques, SX Hu, D Li, S Laskaridis, T Hospedales, ... arXiv preprint arXiv:2405.14791, 2024 | 11 | 2024 |
| Electronic device and method for controlling the electronic device thereof MS ABDELFATTAH, L DUDZIAK, CP CHAU, H Kim, R LEE, ... US Patent App. 17/015,724, 2021 | 10 | 2021 |
| Federated learning for inference at anytime and anywhere Z Liu, D Li, J Fernandez-Marques, S Laskaridis, Y Gao, SZ Li, SX Hu, ... arXiv preprint arXiv:2212.04084, 2022 | 9 | 2022 |
| Iterative Compression of End-to-End ASR Model using AutoML A Mehrotra, Ł Dudziak, J Yeo, Y Lee, R Vipperla, MS Abdelfattah, ... Proc. Interspeech 2020, 3361-3365, 2020 | 9 | 2020 |
Nicholas LaneUniversity of Cambridge and Flower LabsVerified email at cam.ac.uk
