Oral
in
Workshop: Multimodal Algorithmic Reasoning Workshop
Neural Networks for Abstraction & Reasoning
Mikel Bober-Irizar · Soumya Banerjee
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Abstract
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presentation:
Multimodal Algorithmic Reasoning Workshop
Sun 15 Dec 8:25 a.m. PST — 5:05 p.m. PST
Sun 15 Dec 10:35 a.m. PST
— 10:45 a.m. PST
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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