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). 24views Foundations,Panel Discussions You may also like 01:03:55 TILOS Seminar: Unlearnable Facts Cause Hallucinations in Pretrained Language Models 46views Foundations,Machine Learning,TILOS Seminar Series hallucinations,machine learning,natural language processing,pretrained LMs 00:47:35 TILOS Seminar: How Transformers Learn Causal Structure with Gradient Descent 36views Foundations,Machine Learning,TILOS Seminar Series causal inference,machine learning,transformers 01:11:07 TILOS Seminar: Off-the-shelf Algorithmic Stability 34views Foundations,Machine Learning,TILOS Seminar Series algorithmic stability,machine learning 01:04:58 TILOS Seminar: What Kinds of Functions do Neural Networks Learn? Theory and Practical Applications 33views Foundations,Machine Learning,TILOS Seminar Series machine learning,multi-task learning,neural networks,single-task learning 55:35 TILOS Seminar: Transformers Learn In-context by (Functional) Gradient Descent 37views Foundations,Machine Learning,TILOS Seminar Series in-context learning,machine learning architectures,neural networks,transformers 59:25 TILOS Seminar: How Large Models of Language and Vision Help Agents to Learn to Behave 30views Foundations,Machine Learning,TILOS Seminar Series foundation models,vision models,vision-language models 01:04:33 TILOS Webinar: AI Ethics in Research 21views AI Ethics,Panel Discussions bias,fairness 55:02 TILOS Seminar: The Dissimilarity Dimension: Sharper Bounds for Optimistic Algorithms 24views Foundations,TILOS Seminar Series bandits,Eluder dimension,optimistic algorithms,reinforcement learning 56:45 TILOS Seminar: Building Personalized Decision Models with Federated Human Preferences 25views Foundations,TILOS Seminar Series dueling bandits,federated learning 49:40 TILOS Seminar: Towards Foundation Models for Graph Reasoning and AI 4 Science 27views Foundations,TILOS Seminar Series foundation models,graph learning,knowledge graph reasoning,natural science «12345»Page 3 of 5
