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Andrew Dudzik - Three Problems in the Mathematics of Deep Learning
· 26.05.2024 · 14:16:21 ··· Sonntag ⭐ 365 🎬 11036
📺 Institut des Hautes Etudes Scientifiques (IHES)
Neural networks, particularly LLMs, are notoriously poor at algorithmic tasks, such as sorting, shortest path, and even basic arithmetic. Across three papers, we explored the problem of "aligning" architectures to classical computer programs, and showed that this question relates to familiar mathematical concepts: polynomial functors, cohomology, and higher categories.
Andrew Dudzik (Google DeepMind)
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· 26.05.2024 · 14:16:21 ··· Sonntag
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