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). 5views Foundations,Panel Discussions You may also like 01:01:13 TILOS Seminar: Rare Gems: Finding Lottery Tickets at Initialization 8views 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 3views 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 5views 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 5views 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 6views Foundations,Machine Learning,TILOS Seminar Series combinatorial optimization,deep learning,machine learning,reinforcement learning 01:02:48 TILOS Seminar: Reasoning Numerically 2views Foundations,TILOS Seminar Series automated reasoning,curse of dimensionality,intelligent systems,NP hardness 01:06:42 TILOS Seminar: Deep Generative Models and Inverse Problems 2views 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? 6views Foundations,Machine Learning,TILOS Seminar Series deep learning,machine learning,perturbation geometry,robustness 01:05:28 TILOS Seminar: Geometric Mechanics, Information Geometry, Accelerated Optimization and ML 7views Foundations,Machine Learning,TILOS Seminar Series geometric mechanics,information geometry,machine learning 00:53:29 TILOS Seminar: MCMC vs. Variational Inference for Credible Learning and Decision Making at Scale 4views Foundations,TILOS Seminar Series MCMC methods,variational inference «12345»Page 4 of 5
