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AssigneeMitsubishi Electric Research Laboratories, Inc.
InventorsJing Liu, Toshiaki Koike-Akino, Pu Wang, Matthew Brand, Ye Wang, Kieran Parsons
Estimating the term…
An adapter to a base model of an artificial intelligence (AI) system is disclosed. The adapter includes a connector to connect the adapter to the base model such that during an operation of the AI system at least some portion of data transformed by the base model is propagated from the base model to the adapter and back from the adapter to the base model. The adapter includes a non-linear modifier to modify the data received from the base model non-linearly before returning the modified portion of the data back to the base model, and an AI trainer to tune the non-linear modifier of the adapter by propagating training data through the base model and the adapter and updating weights of the non-linear modifier of the adapter for given weights of the base model to optimize a loss function. Further, weight matrices for the base model and the adapter are jointly constructed by an additional module, which efficiently uses a pool of parameters to allocate to save memory requirement for adaptation of the AI system.
An adapter to a base model of an artificial intelligence (AI) system, the adapter comprising:
A method for adapting a base model of an artificial intelligence (AI) system using an adapter, the method comprising:
A non-transitory computer readable storage medium embodied thereon a program executable by a processor for performing a method, the method comprising:
Dependencies are inferred from the claim text.