AI Seminar Series: A Thousand Faces of Continual Learning: Self-Improving AI with Modular Learning and Memory
Abstract : Static AI cannot keep pace with a world where tasks, knowledge, users, and environments continually change. Yet most machine learning systems still follow a simple paradigm: train once, freeze, deploy. Continual learning seeks to break this limitation by enabling models to learn new knowl
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