Method and System for Dynamic Compositional General Continual Learning

Method and System for Dynamic Compositional General Continual Learning

A computer-implemented method for general continual learning combines rehearsal-based methods with dynamic modularity and compositionality. Concretely, the method aims at achieving three objectives: dynamic, sparse, and compositional response to inputs; competent application performance; and-reducin...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Arani, Elahe, Zonooz, Bahram, Varma, Arnav
Format: Patent
Sprache:eng
Schlagworte:
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
PHYSICS
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Beschreibung
Zusammenfassung:A computer-implemented method for general continual learning combines rehearsal-based methods with dynamic modularity and compositionality. Concretely, the method aims at achieving three objectives: dynamic, sparse, and compositional response to inputs; competent application performance; and-reducing catastrophic forgetting. The proposed method can work without knowledge of task-identities at test-time, it does not employ task-boundaries and it has bounded memory even when training on longer sequences.