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Transformer Expressivity and Formal Logic

Offered By: Simons Institute via YouTube

Tags

Transformers Courses Artificial Intelligence Courses Machine Learning Courses Computational Models Courses First-Order Logic Courses Linear Temporal Logic Courses Formal Logic Courses

Course Description

Overview

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Explore a thought-provoking lecture on the relationship between transformers and formal logic systems. Delve into David Chiang's research findings, both published and unpublished, that connect transformers to first-order logic, linear temporal logic, and their counting extensions. Gain insights into the capabilities and limitations of transformers as a computational model, and understand how factors like depth impact their expressivity. This 46-minute talk, presented at the Simons Institute, offers a deep dive into the theoretical underpinnings of transformer models and their connections to established logical frameworks.

Syllabus

Transformer Expressivity and Formal Logic


Taught by

Simons Institute

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