In this lecture, we will look at the idea of how logic can be used to design and augment neural networks.
Lectures
Readings
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McCulloch, Warren S., and Walter Pitts. 1943. “A Logical Calculus of the Ideas Immanent in Nervous Activity.” The Bulletin of Mathematical Biophysics 5 (4): 115–33.
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Towell, Geoffrey G., and Jude W. Shavlik. 1994. “Knowledge-Based Artificial Neural Networks.” Artificial Intelligence 70 (1–2): 119–65. https://doi.org/10/fsz2tr.
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Li, Tao, and Vivek Srikumar. 2019. “Augmenting Neural Networks with First-Order Logic.” In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, 292–302. Florence, Italy: Association for Computational Linguistics. https://doi.org/10/ggjft5.