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Poster
in
Workshop: Multimodal Algorithmic Reasoning Workshop

Neural Networks for Abstraction & Reasoning

Mikel Bober-Irizar · Soumya Banerjee

[ ]
Sun 15 Dec 2:15 p.m. PST — 4:15 p.m. PST
 
presentation: Multimodal Algorithmic Reasoning Workshop
Sun 15 Dec 8:25 a.m. PST — 5:05 p.m. PST

Abstract:

For decades, AI research has aimed to replicate human-like abstraction and reasoning, yet broad generalization beyond training distributions remains elusive. The Abstraction & Reasoning Corpus (ARC), a dataset designed to test broad generalisation, has remained unsolved after five years, with the best solver based on handcrafted rules. We adapt two novel approaches based on neural networks: a neurosymbolic reasoning system based on DreamCoder, and a series of frontier large-language models, and compare their performance.

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