Скачать или смотреть CS Colloquium: Use Human Goals to Guide AI towards Complementary AI

Abstract: A lot of recent work has been dedicated to guide pretrained AI with human preferences. In this talk, I argue that human preferences are often insufficient for complementing human intelligence and demonstrate the key role of human goals with two examples. First, hypothesis generation is critical for scientific discoveries. Instead of removing hallucinations, I will leverage data and labels as a guide to lead hallucination towards effective hypotheses.
Second, I will use human perception as a guide for developing case-based explanations to support AI-assisted decision making. In both cases, faithfulness is "compromised" for achieving human goals. I will conclude with future directions towards complementary AI.

Bio: Chenhao Tan is an associate professor of computer science and data science at the University of Chicago, and is also a visiting scientist at Abridge. He obtained his PhD degree in the Department of Computer Science at Cornell University and bachelor's degrees in computer science and in economics from Tsinghua University. Prior to joining the University of Chicago, he was an assistant professor at the University of Colorado Boulder and a postdoc at the University of Washington. His research interests include human-centered AI, natural language processing, and computational social science. His work has been covered by many news media outlets, such as the New York Times and the Washington Post. He also won a Sloan research fellowship, an NSF CAREER award, an NSF CRII award, a Google research scholar award, research awards from Amazon, IBM, JP Morgan, and Salesforce, a Facebook fellowship, and a Yahoo! Key Scientific Challenges award.
-----
Watch more videos from University of Colorado Boulder Engineering & Applied Science and subscribe: https://bit.ly/37UmM5X

Founded in 1893, the College of Engineering and Applied Science at the University of Colorado Boulder is the second largest of seven schools and colleges at one of the nation's top public research institutions.

Join Our Community:
  / cuengineering  
  / cuengineering  
  / cuengineering  

Contact University of Colorado Boulder Engineering & Applied Science:
https://www.colorado.edu/engineering/...

#Engineering #CUBoulder #EngineeringBuff