Machine learning and information theory concepts towards an AI Mathematician (arxiv.org)

Screenshot of arxiv.org: Machine learning and information theory concepts towards an AI Mathematician

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Screenshot of arxiv.org: Mathematical methods and human thought in the age of AI

Mathematical methods and human thought in the age of AI (arxiv.org)

195 points by zaikunzhang 7 months ago | 80 comments

Screenshot of arxiv.org: Probabilistic Artificial Intelligence

Probabilistic Artificial Intelligence (arxiv.org)

335 points by pavanto 1 year ago | 83 comments

arXiv listing for "Probabilistic Artificial Intelligence" by Andreas Krause and Jonas Hübotter, a manuscript on probabilistic ML, uncertainty, and decision-making.

probabilistic-machine-learning uncertainty-quantification reinforcement-learning bayesian-inference

Screenshot of arxiv.org: Towards Autonomous Mathematics Research

Towards Autonomous Mathematics Research (arxiv.org)

90 points by gmays 8 months ago | 48 comments

Screenshot of arxiv.org: There Will Be a Scientific Theory of Deep Learning

There Will Be a Scientific Theory of Deep Learning (arxiv.org)

320 points by jamie-simon 6 months ago | 142 comments

An arXiv position paper arguing that a scientific theory of deep learning is emerging, surveying five strands of research such as solvable models, scaling limits, and universal behaviors.

deep-learning-theory deep-learning neural-networks machine-learning

Screenshot of arxiv.org: AI for Scientific Search

AI for Scientific Search (arxiv.org)

108 points by omarsar 1 year ago | 26 comments

Screenshot of arxiv.org: Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory

Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory (arxiv.org)

412 points by Anon84 2 years ago | 132 comments

arXiv listing for a book by Jentzen, Kuckuck, and von Wurstemberger giving a mathematically rigorous introduction to deep learning methods, implementations, and theory.

deep-learning neural-networks optimization mathematics

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Mathematical methods and human thought in the age of AI(arxiv.org)

Probabilistic Artificial Intelligence(arxiv.org)

Towards Autonomous Mathematics Research(arxiv.org)

There Will Be a Scientific Theory of Deep Learning(arxiv.org)

AI for Scientific Search(arxiv.org)

Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory(arxiv.org)