Fahad Sarfraz

6 papers · 2021–2025 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (11) 🐣 Hot Topic Early Bird

Venues

ICLR (3) WACV (2) AAAI (1)

Top co-authors

Elahe Arani (6) Bahram Zonooz (6)

Research topics

Machine Learning (6) Learning Types · Machine Learning (6) Artificial Intelligence (2) Deep Learning (2) Core Methods (2) Application Areas (1) Architectures (1) Core AI (1) Learning Paradigms (1) Learning Types · Deep Learning (1) Optimization & Theory (1)

Keywords

continual learning (4) catastrophic forgetting (3) semantic memory (2) label noise (2) experience replay (2) collaborative learning (1) lifelong learning (1) semantic similarity (1) deep neural network (1) sparse activation (1) activation sparsity (1) generalization performance (1) student model (1) knowledge consolidation (1) instance-based learning (1) teacher model (1) feature reuse (1) neural network (1) representation drift (1) dual memory (1)

Papers

Semantic Aware Representation Learning for Lifelong Learning ICLR 2025 Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning ICLR 2023 Sparse Coding in a Dual Memory System for Lifelong Learning AAAI 2023 Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System ICLR 2022 Noise as a Resource for Learning in Knowledge Distillation WACV 2021 Noisy Concurrent Training for Efficient Learning Under Label Noise WACV 2021