Słownik AI

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Memory Replay

Technique consisting of reusing data samples from previous tasks and reintroducing them during the learning of new tasks.

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Generative Replay

Method using generative models to create synthetic examples of previous tasks when the original data is no longer available.

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Task-Free Continual Learning

Continual learning paradigm where the boundaries between tasks are not defined, the model learns to detect and adapt to distribution shifts.

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Plasticity-Stability Dilemma

Fundamental trade-off in continual learning between the ability to learn new information (plasticity) and the preservation of old knowledge (stability).

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Parameter Isolation

Strategy allocating dedicated sub-networks or parameters for each task to avoid interference between knowledge from different tasks.