第七场交叉信息研究院--海华研究院AI专题特邀讲座系列，CMU助理教授方飞（Fei Fang）主讲

海华研究院讲座系列
交叉信息研究院-- 海华研究院前沿讲座系列 IIIS-Haihua Frontier Seminar Series 、交叉信息研究院--海华研究院AI专题特邀讲座系列IIIS-Haihua Distinguished Seminar Series in Artificial Intelligence 是海华研究院两大主打讲座系列亦是海华研究院联手清华大学交叉信息研究院倾力培育的经典品牌活动。两大讲座系列分别就信息技术前沿科技和人工智能方面的突破创新开展深入探讨，邀请相关领域的专家、学者作为讲座嘉宾分享最新科研成果与理念。

Title：Integrating Machine Learning with Game Theory for Societal Challenges

Abstract：Real-world problems such as protecting critical infrastructure and cyber networks and protecting wildlife, fishery, and forest often involve multiple decision-makers. While game theory is an established paradigm for such problems, its applicability in practice is often limited by computational intractability in large games, the unavailability of game parameters and the lack of rationality of human players. On the other hand, machine learning has led to huge successes in various domains and can be leveraged to overcome the limitations of the game-theoretic analysis. In this talk, I will introduce our work on integrating machine learning with computational game theory for addressing societal challenges, including data-based game-theoretic reasoning, learning-powered strategy computation in large scale games, and end-to-end learning of game parameters.

Bio ：Fei Fang is an Assistant Professor at the Institute for Software Research in the School of Computer Science at Carnegie Mellon University. Before joining CMU, she was a Postdoctoral Fellow at the Center for Research on Computation and Society (CRCS) at Harvard University. She received her Ph.D. from the Department of Computer Science at the University of Southern California in June 2016. Her research lies in the field of artificial intelligence and multi-agent systems, focusing on integrating machine learning with game theory. Her work has been motivated by and applied to security, sustainability, and mobility domains, contributing to the theme of AI for Social Good. Her work has won the Distinguished Paper at IJCAI-ECAI’18, Innovative Application Award at IAAI’16, the Outstanding Paper Award in Computational Sustainability Track at IJCAI’15. She was invited to give an IJCAI-19 Early Career Spotlight talk. Her dissertation is selected as the runner-up for IFAAMAS-16 Victor Lesser Distinguished Dissertation Award, and is selected to be the winner of the William F. Ballh.

时 间：12月6日， 周五下午14h--15h
地 点：清华大学FIT楼多功厅
注 意 事 项：讲座免费向公众开放，无需预约。本场讲座为英文讲座。