Search Results for author: Takuya Ito

Found 3 papers, 2 papers with code

On the generalization capacity of neural networks during generic multimodal reasoning

1 code implementation26 Jan 2024 Takuya Ito, Soham Dan, Mattia Rigotti, James Kozloski, Murray Campbell

On the other hand, neither of these architectural features led to productive generalization, suggesting fundamental limitations of existing architectures for specific types of multimodal generalization.

Multimodal Reasoning Systematic Generalization

Compositional generalization through abstract representations in human and artificial neural networks

no code implementations15 Sep 2022 Takuya Ito, Tim Klinger, Douglas H. Schultz, John D. Murray, Michael W. Cole, Mattia Rigotti

Our findings give empirical support to the role of compositional generalization in human behavior, implicate abstract representations as its neural implementation, and illustrate that these representations can be embedded into ANNs by designing simple and efficient pretraining procedures.

Zero-shot Generalization

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