Fahad Sarfraz

Trans. Mach. Learn. Res., 2023

Towards Brain Inspired Design for Addressing the Shortcomings of ANNs.

[BibT_eX]

[DOI]

CoRR, 2023

Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Learning Representations, 2023

SAFEXPLAIN: Safe and Explainable Critical Embedded Systems Based on AI.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

Sparse Coding in a Dual Memory System for Lifelong Learning.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System.

[BibT_eX]

[DOI]

Proceedings of the Tenth International Conference on Learning Representations, 2022

SYNERgy between SYNaptic Consolidation and Experience Replay for General Continual Learning.

[BibT_eX]

[DOI]

Proceedings of the Conference on Lifelong Learning Agents, 2022

2021

Noisy Concurrent Training for Efficient Learning under Label Noise.

[BibT_eX]

[DOI]

Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2021

Noise as a Resource for Learning in Knowledge Distillation.

[BibT_eX]

[DOI]

Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2021

2020

Knowledge Distillation Beyond Model Compression.

[BibT_eX]

[DOI]

Proceedings of the 25th International Conference on Pattern Recognition, 2020

Adversarial Concurrent Training: Optimizing Robustness and Accuracy Trade-off of Deep Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 31st British Machine Vision Conference 2020, 2020

2019

Improving Generalization and Robustness with Noisy Collaboration in Knowledge Distillation.

[BibT_eX]

[DOI]