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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 36 / No. 11: IAAI-22, EAAI-22, AAAI-22 Special Programs and Special Track, Student Papers and Demonstrations

Solving Visual Analogies Using Neural Algorithmic Reasoning (Student Abstract)

February 1, 2023

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Authors

Atharv Sonwane

BITS Pilani


Gautam Shroff

TCS Research


Lovekesh Vig

TCS Research


Ashwin Srinivasan

BITS Pilani


Tirtharaj Dash

BITS Pilani


DOI:

10.1609/aaai.v36i11.21664


Abstract:

We consider a class of visual analogical reasoning problems that involve discovering the sequence of transformations by which pairs of input/output images are related, so as to analogously transform future inputs. This program synthesis task can be easily solved via symbolic search. Using a variation of the ‘neural analogical reasoning’ approach, we instead search for a sequence of elementary neural network transformations that manipulate distributed representations derived from a symbolic space, to which input images are directly encoded. We evaluate the extent to which our ‘neural reasoning’ approach generalises for images with unseen shapes and positions.

Topics: AAAI

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HOW TO CITE:

Atharv Sonwane||Gautam Shroff||Lovekesh Vig||Ashwin Srinivasan||Tirtharaj Dash Solving Visual Analogies Using Neural Algorithmic Reasoning (Student Abstract) Proceedings of the AAAI Conference on Artificial Intelligence (2022) 13055-13056.

Atharv Sonwane||Gautam Shroff||Lovekesh Vig||Ashwin Srinivasan||Tirtharaj Dash Solving Visual Analogies Using Neural Algorithmic Reasoning (Student Abstract) AAAI 2022, 13055-13056.

Atharv Sonwane||Gautam Shroff||Lovekesh Vig||Ashwin Srinivasan||Tirtharaj Dash (2022). Solving Visual Analogies Using Neural Algorithmic Reasoning (Student Abstract). Proceedings of the AAAI Conference on Artificial Intelligence, 13055-13056.

Atharv Sonwane||Gautam Shroff||Lovekesh Vig||Ashwin Srinivasan||Tirtharaj Dash. Solving Visual Analogies Using Neural Algorithmic Reasoning (Student Abstract). Proceedings of the AAAI Conference on Artificial Intelligence 2022 p.13055-13056.

Atharv Sonwane||Gautam Shroff||Lovekesh Vig||Ashwin Srinivasan||Tirtharaj Dash. 2022. Solving Visual Analogies Using Neural Algorithmic Reasoning (Student Abstract). "Proceedings of the AAAI Conference on Artificial Intelligence". 13055-13056.

Atharv Sonwane||Gautam Shroff||Lovekesh Vig||Ashwin Srinivasan||Tirtharaj Dash. (2022) "Solving Visual Analogies Using Neural Algorithmic Reasoning (Student Abstract)", Proceedings of the AAAI Conference on Artificial Intelligence, p.13055-13056

Atharv Sonwane||Gautam Shroff||Lovekesh Vig||Ashwin Srinivasan||Tirtharaj Dash, "Solving Visual Analogies Using Neural Algorithmic Reasoning (Student Abstract)", AAAI, p.13055-13056, 2022.

Atharv Sonwane||Gautam Shroff||Lovekesh Vig||Ashwin Srinivasan||Tirtharaj Dash. "Solving Visual Analogies Using Neural Algorithmic Reasoning (Student Abstract)". Proceedings of the AAAI Conference on Artificial Intelligence, 2022, p.13055-13056.

Atharv Sonwane||Gautam Shroff||Lovekesh Vig||Ashwin Srinivasan||Tirtharaj Dash. "Solving Visual Analogies Using Neural Algorithmic Reasoning (Student Abstract)". Proceedings of the AAAI Conference on Artificial Intelligence, (2022): 13055-13056.

Atharv Sonwane||Gautam Shroff||Lovekesh Vig||Ashwin Srinivasan||Tirtharaj Dash. Solving Visual Analogies Using Neural Algorithmic Reasoning (Student Abstract). AAAI[Internet]. 2022[cited 2023]; 13055-13056.


ISSN: 2374-3468


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