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
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