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- W4320170048 abstract "Humans continue to outperform modern AI systems in their ability to flexibly parse and understand complex visual scenes. Here, we present a novel module for visual reasoning, the Guided Attention Model for (visual) Reasoning (GAMR), which instantiates an active vision theory -- positing that the brain solves complex visual reasoning problems dynamically -- via sequences of attention shifts to select and route task-relevant visual information into memory. Experiments on an array of visual reasoning tasks and datasets demonstrate GAMR's ability to learn visual routines in a robust and sample-efficient manner. In addition, GAMR is shown to be capable of zero-shot generalization on completely novel reasoning tasks. Overall, our work provides computational support for cognitive theories that postulate the need for a critical interplay between attention and memory to dynamically maintain and manipulate task-relevant visual information to solve complex visual reasoning tasks." @default.
- W4320170048 created "2023-02-13" @default.
- W4320170048 creator A5018626055 @default.
- W4320170048 creator A5081134526 @default.
- W4320170048 date "2022-06-10" @default.
- W4320170048 modified "2023-09-27" @default.
- W4320170048 title "GAMR: A Guided Attention Model for (visual) Reasoning" @default.
- W4320170048 doi "https://doi.org/10.48550/arxiv.2206.04928" @default.
- W4320170048 hasPublicationYear "2022" @default.
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