• Explainability, Human Aware AI & sentience in large language models | Dr. Subbarao Kambhampati

  • Jun 27 2022
  • Length: 2 hrs and 25 mins
  • Podcast
Explainability, Human Aware AI & sentience in large language models | Dr. Subbarao Kambhampati  By  cover art

Explainability, Human Aware AI & sentience in large language models | Dr. Subbarao Kambhampati

  • Summary

  • Are large language models really sentient or conscious? What is explainability (XAI) and how can we create human-aware AI systems for collaborative tasks? Dr. Subbarao Kambhampati sheds some light on these topics, generating explanations for human-in-loop AI systems and understanding 'intelligence' in context to AI systems. He is a Prof of Computer Science at Arizona State University and director of the Yochan lab at ASU where his research focuses on decision-making and planning specifically in the context of human-aware AI systems. He has received multiple awards for his research contributions. He has also been named a fellow of AAAI, AAAS, and ACM and also a distinguished alumnus from the University of Maryland and also recently IIT Madras.

    Time stamps of conversations:
    00:00:40 Introduction
    00:01:32 What got you interested in AI?
    00:07:40 Definition of intelligence that is not related to human intelligence
    00:13:40 Sentience vs intelligence in modern AI systems
    00:24:06 Human aware AI systems for better collaboration
    00:31:25 Modern AI becoming natural science instead of an engineering task
    00:37:35 Understanding symbolic concepts to generate accurate explanations
    00:56:45 Need for explainability and where
    01:13:00 What motivates you for research, the application associated or theoretical pursuit?
    01:18:47 Research in academia vs industry
    01:24:38 DALL-E performance and critiques
    01:45:40 What makes for a good research thesis? 
    01:59:06 Different trajectories of a good CS PhD student
    02:03:42 Focusing on measures vs metrics 
    02:15:23 Advice to students on getting started with AI

    Articles referred in the conversation
    AI as Natural Science?: https://cacm.acm.org/blogs/blog-cacm/261732-ai-as-an-ersatz-natural-science/fulltext
    Polanyi's Revenge and AI's New Romance with Tacit Knowledge: https://cacm.acm.org/magazines/2021/2/250077-polanyis-revenge-and-ais-new-romance-with-tacit-knowledge/fulltext

    More about Prof. Rao
    Homepage: https://rakaposhi.eas.asu.edu/
    Twitter: https://twitter.com/rao2z

    About the Host:
    Jay is a PhD student at Arizona State University.
    Linkedin: https://www.linkedin.com/in/shahjay22/
    Twitter: https://twitter.com/jaygshah22
    Homepage: https://www.public.asu.edu/~jgshah1/ for any queries.

    Stay tuned for upcoming webinars!

    ***Disclaimer: The information contained in this video represents the views and opinions of the speaker and does not necessarily represent the views or opinions of any institution. It does not constitute an endorsement by any Institution or its affiliates of such video content.***

    Checkout these Podcasts on YouTube: https://www.youtube.com/c/JayShahml
    About the author: https://www.public.asu.edu/~jgshah1/

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