Sarfraz, Fahad

12 publications

TMLR 2025 Consistency Aware Robust Learning Under Noisy Labels Fahad Sarfraz, Bahram Zonooz, Elahe Arani

ICLRW 2025 Dual-Pathway Neural Networks: Harnessing Scene and Object Pathways for Enhanced Visual Understanding Fahad Sarfraz, Bahram Zonooz, Elahe Arani

ICLR 2025 Semantic Aware Representation Learning for Lifelong Learning Fahad Sarfraz, Elahe Arani, Bahram Zonooz

ICLRW 2025 Towards Brain Inspired Design for Addressing the Shortcomings of ANNs Fahad Sarfraz, Bahram Zonooz, Elahe Arani

CoLLAs 2024 Beyond Unimodal Learning: The Importance of Integrating Multiple Modalities for Lifelong Learning Fahad Sarfraz, Bahram Zonooz, Elahe Arani

TMLR 2023 A Study of Biologically Plausible Neural Network: The Role and Interactions of Brain-Inspired Mechanisms in Continual Learning Fahad Sarfraz, Elahe Arani, Bahram Zonooz

ICLR 2023 Error Sensitivity Modulation Based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning Fahad Sarfraz, Elahe Arani, Bahram Zonooz

AAAI 2023 Sparse Coding in a Dual Memory System for Lifelong Learning Fahad Sarfraz, Elahe Arani, Bahram Zonooz

ICLR 2022 Learning Fast, Learning Slow: A General Continual Learning Method Based on Complementary Learning System Elahe Arani, Fahad Sarfraz, Bahram Zonooz

CoLLAs 2022 SYNERgy Between SYNaptic Consolidation and Experience Replay for General Continual Learning Fahad Sarfraz, Elahe Arani, Bahram Zonooz

WACV 2021 Noise as a Resource for Learning in Knowledge Distillation Elahe Arani, Fahad Sarfraz, Bahram Zonooz

WACV 2021 Noisy Concurrent Training for Efficient Learning Under Label Noise Fahad Sarfraz, Elahe Arani, Bahram Zonooz