| 01/23/2024 |
Gabriel Kreiman |
Neuroscience-Inspired Artificial Intelligence. Hassabis et al. Neuron 2017 |
| 01/30/2024 |
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
|
| 02/06/2024 |
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.
|
| 02/13/2023 |
Kanaka Rajan |
Perich and Rajan. Rethinking brain-wide interactions through multi-region 'network of networks' models (Curr Op Neurobiol 2020).
Perich et al. Inferring brain-wide interactions using data-constrained recurrent neural network models (bioRxiv 2021). |
| 02/20/2024 |
Haim Sompolinsky |
The Geometry of Concept Learning |
| 02/27/2024 |
Sam Gershman |
Building machines that learn and think like people
Human-Level reinforcement learning through theory-based modeling, exploration, and planning |
| 03/05/2024 |
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
|
| 03/12/2024 |
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).
|
| 03/19/2024 |
Andrei Barbu |
TBD
|
| 03/26/2024 |
Thomas Serre |
Deep Learning: The Good, the Bad, and the Ugly. Serre, Annual Review of Vision 2019. |
| 04/02/2024 |
Cengiz Pehlevan |
Population codes enable learning from few examples by shaping inductive bias. Bordelon and Pehlevan. bioRxiv 2021 |
| 04/09/2024 |
Gabriel Kreiman |
Regulating advanced artificial agents. Cohen et al 2024.
Debates on the nature of Artificial General Intelligence. Mitchell 2024. |
| 04/16/2024 |
Will Xiao |
Fundamental Tradeoffs between Invariance and Sensitivity to Adversarial Perturbations. Tramer et al. JMLR 2020 |
