Learning fast, learning slow: A general continual learning method based on complementary learning system E Arani, F Sarfraz, B Zonooz International Conference on Learning Representations (ICLR), 2022 | 100 | 2022 |
Knowledge distillation beyond model compression F Sarfraz, E Arani, B Zonooz 2020 25th International Conference on Pattern Recognition (ICPR), 6136-6143, 2021 | 35 | 2021 |
Noise as a resource for learning in knowledge distillation E Arani, F Sarfraz, B Zonooz Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2021 | 25* | 2021 |
Noisy concurrent training for efficient learning under label noise F Sarfraz, E Arani, B Zonooz Proceedings of the IEEE/CVF Winter Conference on applications of computer …, 2021 | 19 | 2021 |
Error sensitivity modulation based experience replay: Mitigating abrupt representation drift in continual learning F Sarfraz, E Arani, B Zonooz arXiv preprint arXiv:2302.11344, 2023 | 13 | 2023 |
Adversarial concurrent training: Optimizing robustness and accuracy trade-off of deep neural networks E Arani, F Sarfraz, B Zonooz The 31st British Machine Vision Conference, 2020 | 11 | 2020 |
Synergy between synaptic consolidation and experience replay for general continual learning F Sarfraz, E Arani, B Zonooz Conference on Lifelong Learning Agents, 920-936, 2022 | 10 | 2022 |
Sparse coding in a dual memory system for lifelong learning F Sarfraz, E Arani, B Zonooz Proceedings of the AAAI Conference on Artificial Intelligence 37 (8), 9714-9722, 2023 | 9 | 2023 |
A study of biologically plausible neural network: The role and interactions of brain-inspired mechanisms in continual learning F Sarfraz, E Arani, B Zonooz arXiv preprint arXiv:2304.06738, 2023 | 2 | 2023 |
Towards Brain Inspired Design for Addressing the Shortcomings of ANNs F Sarfraz, E Arani, B Zonooz arXiv preprint arXiv:2307.00039, 2023 | 1 | 2023 |
SAFEXPLAIN: Safe and Explainable Critical Embedded Systems Based on AI J Abella, J Perez, C Englund, B Zonooz, G Giordana, C Donzella, ... 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2023 | 1 | 2023 |
Method and System for Improving Continual Learning Through Error Sensitivity Modulation F Sarfraz, E Arani, B Zonooz US Patent App. 18/157,476, 2024 | | 2024 |
Computer-Implemented Method and a System for a Biologically Plausible Framework for Continual Learning in Artificial Neural Network F Sarfraz, E Arani, B Zonooz US Patent App. 17/900,272, 2024 | | 2024 |
Beyond Unimodal Learning: The Importance of Integrating Multiple Modalities for Lifelong Learning F Sarfraz, B Zonooz, E Arani | | 2023 |
Computer-Implemented Method of Synaptic Consolidation and Experience Replay in a Dual Memory Architecture F Sarfraz, E Arani, B Zonooz US Patent App. 17/686,263, 2023 | | 2023 |
Complementary learning system based experience replay (cls-er) E Arani, F Sarfraz, B Zonooz US Patent App. 17/469,474, 2023 | | 2023 |
Computer-Implemented Method of Training a Computer-Implemented Deep Neural Network and Such a Network E Arani, F Sarfraz, B Zonooz US Patent App. 17/382,121, 2022 | | 2022 |
Method for training a robust deep neural network model B Zonooz, F Sarfraz, E Arani US Patent App. 17/107,455, 2021 | | 2021 |