Publications

 2023

• Sarfraz, Fahad, Elahe Arani, and Bahram Zonooz. "Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning." International Conference on Learning Representations 2023.  (PDF, Presentation, Code)

• Sarfraz, Fahad, Elahe Arani, and Bahram Zonooz. "Sparse Coding in a Dual Memory System for Lifelong Learning."  Proceedings of the AAAI Conference on Artificial Intelligence. 2023 (Oral)  (PDF, Presentation, Code)

 2022

• Sarfraz, Fahad, Elahe Arani, and Bahram Zonooz. "SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning." Conference on Lifelong Learning Agents. PMLR, 2022.  (PDF, Presentation, Code)

• Arani, Elahe, Fahad Sarfraz, and Bahram Zonooz. "Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System." International Conference on Learning Representations.  (PDF, Presentation, Code)

  2021

• Sarfraz, Fahad, Elahe Arani, and Bahram Zonooz. "Noisy concurrent training for efficient learning under label noise." Proceedings of the IEEE/CVF Winter Conference on applications of computer vision. 2021.  (PDF, Presentation, Code)

• Arani, Elahe, Fahad Sarfraz, and Bahram Zonooz. "Noise as a resource for learning in knowledge distillation." Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision. 2021.  (PDF, Presentation)

   2020

• Sarfraz, Fahad, Elahe Arani, and Bahram Zonooz. "Knowledge distillation beyond model compression." 2020 25th International Conference on Pattern Recognition (ICPR). IEEE, 2021. (PDF, Presentation)

• Arani, Elahe, Fahad Sarfraz, and Bahram Zonooz. "Adversarial concurrent training: Optimizing robustness and accuracy trade-off of deep neural networks." arXiv preprint arXiv:2008.07015 (2020).  (PDF, Presentation, Code)