Biological and Artificial Intelligence

Neuro140 | Neuro 240

READING MATERIALS

01/28/2025 Gabriel Kreiman Neuroscience-Inspired Artificial Intelligence. Hassabis et al. Neuron 2017
02/04/2025 Richard Born

Illusions, delusions, and your Backwards Bayesian Brain: A Biased Visual Perspective. Born et al. Brain, Behavior, and Evolution 2021

Evolving Images for Visual Neurons Using a Deep Generative Network Reveals Coding Principles and Neuronal Preferences. Ponce et al. Cell 2019

02/11/2025 Haim Sompolinsky

The Geometry of Concept Learning

02/18/2025 Thomas Serre Deep Learning: The Good, the Bad, and the Ugly. Serre, Annual Review of Vision 2019.
02/25/2025 Bill Lotter Deep predictive coding networks for video prediction and unsupervised learning. Lotter et al, ICLR 2017
03/04/2025 Tomer Ullman

Mind games: Game engines as an architecture for intuitive physics. Ullman et al. TICS 2017

Bayesian models of conceptual development: learning as building models of the world. Ullman et al. Ann. Rev. Psychology 2020

03/11/2025 Isaac Kohane TBD
03/18/2025 No class (spring break)

Read a classic during Spring Break. Alan Turing: Computing machinery and intelligence (1950)

And/or read a fun book. Brain Christian: The most human human. What talking with comptuers teaches us about what it means to be alive (1984).

03/25/2025 Cass Sunstein Sunstein. Artificial intelligence and the first amendment (2023)
04/01/2025 Trenton Bricken Bricken T, Schaeffer R, Olshausen B, Kreiman G. (2023) Emergence of sparse representations from noise. International Conference on Machine Learning (ICML). PDF

Bricken T, Davies A, Singh D, Krotov D, Kreiman G. (2023) Sparse distributed memory is a continual learner. International Conference on Learning Representations (ICLR) PDF

04/08/2025 Jan Drugowitsch

Pouget, Beck, Ma & Latham (2013). Probabilistic brains: knowns and unknowns. Nature Neuroscience. doi:10.1038/nn.3495

Drugowitsch, Mendonça, Mainen & Pouget (2013). Learning optimal decisions with confidence. PNAS.

04/15/2025 Andrei Barbu TBD
04/22/2025 Cengiz Pehlevan Population codes enable learning from few examples by shaping inductive bias. Bordelon and Pehlevan. bioRxiv 2021
04/29/2025 Gabriel Kreiman

Regulating advanced artificial agents. Cohen et al 2024.

Debates on the nature of Artificial General Intelligence. Mitchell 2024.

05/06/2025 Students Student presentations
05/13/2025 Students Student presentations

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