Graph Representation Learning: Recent Advances and Open Challenges
VirtualSpeaker: William Hamilton, McGill University and MILA Title: Graph Representation Learning: Recent Advances and Open Challenges Abstract: Graph-structured data is ubiquitous throughout the natural and social sciences, from telecommunication networks to quantum […]
CMSA Math-Science Literature Lecture: Hodge structures and the topology of algebraic varieties
VirtualClaire Voisin (Collège de France) Title: Hodge structures and the topology of algebraic varieties Abstract: We review the major progress made since the 50’s in our understanding of the topology of complex […]
Self-induced regularization from linear regression to neural networks
Virtualhttps://youtu.be/bjRqmlI_SFs Speaker: Andrea Montanari, Departments of Electrical Engineering and Statistics, Stanford Title: Self-induced regularization from linear regression to neural networks Abstract: Modern machine learning methods --most noticeably multi-layer neural networks-- […]
CMSA Math-Science Literature Lecture: Area-minimizing integral currents and their regularity
VirtualCamillo De Lellis (IAS) Title: Area-minimizing integral currents and their regularity Abstract: Caccioppoli sets and integral currents (their generalization in higher codimension) were introduced in the late fifties and early sixties to […]
CMSA Math-Science Literature Lecture: From Deep Learning to Deep Understanding
VirtualHarry Shum (Tsinghua University) Title: From Deep Learning to Deep Understanding Abstract: In this talk I will discuss a couple of research directions for robust AI beyond deep neural networks. The first is […]