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Holographic Algorithms

MATHEMATICAL PICTURE LANGUAGE

November 16, 2021      9:30 am
Speaker: Leslie Valiant - Harvard University

When are two mathematical functions the same? One might think that this can be generally answered immediately from their definitions. However, functions may have numerous dissimilar alternative definitions. Fortunately, sameness...
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Resonances for open quantum maps

MATHEMATICAL PICTURE LANGUAGE

November 9, 2021      9:30 am
Speaker: Semyon Dyatlov - MIT

Quantum maps are a popular model in physics: symplectic relations on tori are quantized to produce families of $N\times N$ matrices and the high energy limit corresponds to the large $N$ limit. They share a...
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Quantum algorithms for topological and geometric analysis of data

MATHEMATICAL PICTURE LANGUAGE

November 2, 2021      9:30 am
Speaker: Seth Lloyd - MIT

Quantum computers exhibit a variety of exponential enhancements over classical computers for performing linear algebraic operations.   This talk reviews quantum algorithms for algebraic topology: I show how the central problem...
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A Mathematical Introduction to Machine Learning

MATHEMATICAL PICTURE LANGUAGE

October 26, 2021      9:30 am
Speaker: Weinan E - Princeton University

The heart of modern machine learning (ML) is the approximation of high-dimensional functions. Traditional approaches, such as approximation by piecewise polynomials, wavelets, or other linear combinations of fixed basis functions,...
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Invariant differential forms, graph complexes, and Feynman integrals

MATHEMATICAL PICTURE LANGUAGE

June 22, 2021      10:00 am
Speaker: Francis Brown - All Souls College, Oxford University

The commutative graph complex, defined by contracting edges in graphs, was introduced by Kontsevich in 1993. Recently, Chan-Galatius-Payne have shown that its cohomology can be identified with a piece of...
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TBD

MATHEMATICAL PICTURE LANGUAGE

June 15, 2021      10:00 am
Speaker: Jeongwan Haah - Microsoft

TBD Zoom: https://harvard.zoom.us/j/779283357?pwd=MitXVm1pYUlJVzZqT3lwV2pCT1ZUQT09
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TBD

MATHEMATICAL PICTURE LANGUAGE

June 1, 2021      10:00 am
Speaker: Svetlana Jitormirskaya - University of California, Irvine

TBD Zoom: https://harvard.zoom.us/j/779283357?pwd=MitXVm1pYUlJVzZqT3lwV2pCT1ZUQT09
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Rigorous results about Relative entropy in QFT

MATHEMATICAL PICTURE LANGUAGE

May 25, 2021      10:00 am
Speaker: Feng Xu - University of California, Riverside

We will present some rigorous results about Relative entropy in QFT, motivated in part by recent physicists’ work which however depends on heuristic arguments such as introducing cut off and...
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The Energy-Based Learning Model

MATHEMATICAL PICTURE LANGUAGE

May 18, 2021      10:00 am
Speaker: Yann LeCun - New York University and Facebook

One of the hottest sub-topics of machine learning in recent times has been Self-Supervised Learning (SSL). In SSL, a learning machine captures the dependencies between input variables, some of which...
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