Research output per year
Research output per year
- 13 results
Search results
-
2020
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels
Patacchiola, M., Turner, J., Crowley, E. J., O'Boyle, M. F. P. & Storkey, A. J., 7 Dec 2020, Advances in Neural Information Processing Systems 33. Curran Associates Inc, Vol. 33. p. 16108-16118 11 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile -
Optimizing Grouped Convolutions on Edge Devices
Gibson, P., Cano, J., Turner, J., Crowley, E. J., O'Boyle, M. F. P. & Storkey, A. J., 31 Jul 2020, 2020 IEEE 31st International Conference on Application-specific Systems, Architectures and Processors (ASAP). Institute of Electrical and Electronics Engineers, p. 189 - 196 8 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile -
BlockSwap: Fisher-guided Block Substitution for Network Compression on a Budget
Turner, J., Crowley, E., O'Boyle, M., Storkey, A. & Gray, G., 30 Apr 2020, Proceedings to the International Conference on Learning Representations 2020. p. 1-15 15 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile -
Performance Aware Convolutional Neural Network Channel Pruning for Embedded GPUs
Radu, V., Kaszyk, K., Wen, Y., Turner, J., Cano, J., Crowley, E., Franke, B., Storkey, A. & O'Boyle, M., 19 Mar 2020, 2019 IEEE International Symposium on Workload Characterization (IISWC). Orlando, FL, USA: Institute of Electrical and Electronics Engineers, p. 24-34 11 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile -
2019
Poster: Space and Time Optimal DNN Primitive Selection with Integer Linear Programming
Wen, Y., Anderson, A., Radu, V., O'Boyle, M. & Gregg, D., 7 Nov 2019, 2019 28th International Conference on Parallel Architectures and Compilation Techniques (PACT). Institute of Electrical and Electronics Engineers, p. 488-489 2 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile -
How to train your MAML
Antoniou, A., Edwards, H. & Storkey, A., 2019. 11 p.Research output: Contribution to conference › Paper › peer-review
Open AccessFile -
On the Relation Between the Sharpest Directions of DNN Loss and the SGD Step Length
Jastrzębski, S., Kenton, Z., Ballas, N., Fischer, A., Bengio, Y. & Storkey, A., 2019. 19 p.Research output: Contribution to conference › Paper › peer-review
Open AccessFile -
2018
Characterising Across-Stack Optimisations for Deep Convolutional Neural Networks
Turner, J., Cano Reyes, J., Radu, V., Crowley, E., O'Boyle, M. & Storkey, A., 13 Dec 2018, Proceedings of the - Workload Characterization (IISWC), 2018 IEEE International Symposium on. Raleigh, North Carolina, USA: Institute of Electrical and Electronics Engineers, p. 101-110 10 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile -
Width of Minima Reached by Stochastic Gradient Descent is Influenced by Learning Rate to Batch Size Ratio
Jastrzębski, S., Kenton, Z., Arpit, D., Ballas, N., Fischer, A., Bengio, Y. & Storkey, A., Oct 2018, Proceedings of 27th International Conference on Artificial Neural Networks. Rhodes, Greece: Springer, p. 392-402 10 p. (Lecture Notes in Computer Science; vol. 11141)(Theoretical Computer Science and General Issues; vol. 11141).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile -
Augmenting Image Classifiers Using Data Augmentation Generative Adversarial Networks
Antoniou, A., Storkey, A. & Edwards, H., 27 Sept 2018, (E-pub ahead of print) Artificial Neural Networks and Machine Learning – ICANN 2018. Rhodes, Greece, p. 594-603 10 p. (Lecture Notes in Computer Science; vol. 11141).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile -
Accelerating Deep Neural Networks on Low Power Heterogeneous Architectures
Loukadakis, M., Cano, J. & O'Boyle, M., 24 Jan 2018, 11th International Workshop on Programmability and Architectures for Heterogeneous Multicores (MULTIPROG-2018). 14 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile -
Moonshine: Distilling with Cheap Convolutions
Crowley, E., Gray, G. & Storkey, A., 2018, Thirty-second Conference on Neural Information Processing Systems (NIPS 2018). Montreal, Canada, 11 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile -
2017
BONSEYES: Platform for Open Development of Systems of Artificial Intelligence: Invited Paper
Llewellynn, T., Fernández-Carrobles, M. M., Deniz, O., Fricker, S., Storkey, A., Pazos, N., Velikic, G., Leufgen, K., Dahyot, R., Koller, S., Goumas, G., Leitner, P., Dasika, G., Wang, L. & Tutschku, K., 15 May 2017, Proceedings of the Computing Frontiers Conference. New York, NY, USA: ACM, p. 299-304 6 p. (CF'17).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access