From Random Walks to Neural Networks | Institute Instances – Constantin Kogler @videosfromIAS
From Random Walks to Neural Networks | Institute Instances – Constantin Kogler  @videosfromIAS
Uploaded June 2026 | Updated September 2026, 3 weeks ago
Constantin Kogler, Member in the School of Mathematics (2025–26), explores "random walks"—a mathematical concept foundational to physics, finance, and even neural networks. He also reflects on the feeling of working in the place where founding IAS Professor Albert Einstein authored his closely related paper on Brownian motion.

Institute Instances is a collection of 1–2 minute video snapshots of scholars, administrators, and visitors to the Institute for Advanced Study answering a question (or two) about their work at IAS. Viewed individually, these clips allow audiences to get to know the people who are, in the words of founding IAS Director Abraham Flexner, "pushing beyond the present limits of human knowledge" through advancements in science and the humanities. Taken together, these "instances" of Institute life are designed to show how everyone can play a role in actualizing discovery, and to celebrate a community devoted to excellence in scholarship.

Find out more about Institute Instances: https://www.ias.edu/institute-instances
From Random Walks to Neural Networks | Institute Instances – Constantin KoglerProducts of Chern Classes of Matroid Tautological Bundles - Alex FinkSingularities in Mixed Characteristic - Linquan MaLocal List Decoding from HDX II - Yotam DiksteinAn Average-Degree Bound for Hamming Hypergraphs, with Applications to Optimal PAC...- Nataly BrukhimMagnetospheric Accretion and Ejection - Zhaohuan ZhuEnergy Correlators - Part 2 - Ian MoultAnalog Coding, List Decoding, Bandwidth, and Mean Dimension - Elon LindenstraussDuality of Fluid Mechanics and Solution of Decaying Turbulence - Alexander MigdalAsymptotic Symmetries and Detectors - Part 2 - Sabrina PasterskiHodge theory for non-Archimedean analytic spaces - Vladimir BerkovichStudying Jade in a Peach Blossom Spring | Institute Instances – Yulian Wu
Institute for Advanced Study |

From Random Walks to Neural Networks | Institute Instances – Constantin Kogler

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