题目：Towards quantum learning advantage

报告人：邓东灵 研究员（清华大学）

时间：2023年6月16日（周五），下午15：30

地点：紫金港校区西区海纳苑8幢319

摘要：Quantum learning advantage, also known as quantum learning supremacy, represents the ambitious aim of showcasing the ability of a programmable quantum device to solve machine learning problems that exceed the capabilities of current classical computers. This pursuit encompasses substantial challenges for both experimentalists and theorists, shaping a vibrant research frontier that has garnered increasing attention across diverse communities.

In this talk, I will provide a concise introduction to the field of quantum learning advantage, highlighting its significance and potential implications. I will delve into recent progress made in this burgeoning area, shedding light on the strides taken towards achieving quantum learning advantage. Drawing from specific concrete examples, I will explore promising instances where quantum systems display the potential to surpass classical limitations in machine learning tasks. Furthermore, I will outline the notable challenges inherent in demonstrating quantum learning advantage with existing proposals and devices.

个人简介：

邓东灵，清华大学交叉信息研究院特别研究员，博士生导师，国家重大人才计划入选者。2007年获南开大学物理、数学双学士学位，2015年博士毕业于美国密西根大学，博士论文获“Kent M. Terwilliger Memorial Thesis Prize”奖。2015-2018年在马里兰大学联合量子研究所从事博士后研究，2018年回国入职清华大学。主要研究方向为量子人工智能，已在Nature,Nature/Science子刊，PRL/PRX等期刊上发表论文80余篇。

欢迎老师和同学参加！