By NSF TILOS6 October 2023 TILOS Fireside Chat: Theory in the Age of Modern AI A conversation about theory in the age of modern artificial intelligence (AI) with TILOS member panelists Nisheeth Vishnoi, Tara Javidi, Misha Belkin, and Arya Mazumdar (moderator). 23views Foundations,Panel Discussions You may also like 01:02:21 TILOS AI Ethics Panel 22views AI Ethics,Panel Discussions 01:31:32 TILOS Early Career Development in Industry Panel 18views Panel Discussions 01:01:13 TILOS Seminar: Rare Gems: Finding Lottery Tickets at Initialization 31views Foundations,Machine Learning,TILOS Seminar Series deep learning,lottery ticket hypothesis,machine learning,neural networks 01:04:27 TILOS Seminar: Robust and Equitable Uncertainty Estimation 28views Foundations,Machine Learning,TILOS Seminar Series black box models,confidence estimation,fairness,machine learning,robustness 54:45 TILOS Seminar: On Policy Optimization Methods for Control 27views Foundations,TILOS Seminar Series control theory,nonconvex optimization,policy optimization,reinforcement learning 01:00:19 TILOS Seminar: Non-convex Optimization for Linear Quadratic Gaussian (LQG) Control 28views Foundations,Machine Learning,TILOS Seminar Series control theory,Linear Quadratic Gaussian control,machine learning,nonconvex optimization 01:03:47 TILOS Seminar: How to use Machine Learning for Combinatorial Optimization 27views Foundations,Machine Learning,TILOS Seminar Series combinatorial optimization,deep learning,machine learning,reinforcement learning 01:02:48 TILOS Seminar: Reasoning Numerically 23views Foundations,TILOS Seminar Series automated reasoning,curse of dimensionality,intelligent systems,NP hardness 01:06:42 TILOS Seminar: Deep Generative Models and Inverse Problems 23views Foundations,TILOS Seminar Series fairness,inverse problems,sparsity 01:06:24 TILOS Seminar: Learning in the Presence of Distribution Shifts: How does the Geometry of Perturbations Play a Role? 28views Foundations,Machine Learning,TILOS Seminar Series deep learning,machine learning,perturbation geometry,robustness «12345»Page 4 of 5