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YouTube

Learning in the Presence of Strategic Decision Making

Centre for Networked Intelligence, IISc via YouTube

Overview

Explore a comprehensive lecture on strategic learning and decision-making systems where Prof. Ganesh Ghalme from IIT Hyderabad delves into the challenges of machine learning systems interacting with human agents. Discover two key frameworks - strategic classification, where agents manipulate their features to game classification systems, and strategic representation, where systems strategically present information to influence decision-makers. Learn about strategy-robust algorithms and their limitations in these contexts, drawing from collaborative research with Vineet Nair, Nir Rosenfeld, Inbal Talgam-Cohen, and Itay Eilat. Gain insights from Dr. Ghalme's expertise in game theory and machine learning, particularly focusing on fairness in online learning, strategic learning, information design, and fair division, developed through his experience as a postdoctoral fellow at Technion-Israel Institute of Technology and his doctoral studies at IISc Bangalore.

Syllabus

Time: 5:00 PM – PM IST

Taught by

Centre for Networked Intelligence, IISc

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