Nature of Intelligence, Ep. 6: AI’s changing seasons

Guest: Melanie Mitchell, Resident Professor, Santa Fe Institute Hosts: Abha Eli Phoboo Producer: Katherine Moncure Podcast theme music by: Mitch Mignano Follow us on: Twitter • YouTube • Facebook • Instagram • LinkedIn • Bluesky More info: Tutorial: Fundamentals of Machine Learning Lecture: Artificial Intelligence SFI programs: Education Competition: ARC Prize Books: Gödel, Escher, Bach: an Eternal Golden Braid by Douglas Hofstadter Artificial Intelligence: A Guide for Thinking Humans by Melanie Mitchell Complexity: A Guided Tour by Melanie Mitchell Talks: The Future of Artificial Intelligence by Melanie Mitchell Introduction: AI and the Barrier of Meaning 2 by Melanie Mitchell Conceptual Abstraction and Analogy in Natural and Artificial Intelligence by Melanie Mitchell Papers & Articles: “The metaphors of artificial intelligence,” in Science (November 14, 2024), doi: 10.1126/science.adt6140 “Using counterfactual tasks to evaluate the generality of analogical reasoning in Large Language Models,” in arXiv (February 14, 2024), doi.org/10.48550/arXiv.2402.08955 “Comparing humans, GPT-4, and GPT-4V on abstraction and reasoning tasks, ” (Proceedings of the LLM-CP Workshop, AAAI 2024), arXiv (December 11, 2023), doi.org/10.48550/arXiv.2311.09247 “The debate over understanding in AI’s large language models,” in PNAS (March 21, 2023), doi.org/10.1073/pnas.2215907120 “The ConceptARC benchmark: evaluating understanding and generalization in the ARC domain,” in Transactions on Machine Learning Research (August 2023), arXiv (May 11, 2023), doi.org/10.48550/arXiv.2305.07141