Playlist: 26 videos

Frontiers of Deep Learning

0:48:40

Computation in Very Wide Neural Networks

Yasaman Bahri (Google Brain)
https://simons.berkeley.edu/talks/tbd-71
Frontiers of Deep Learning
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0:48:3

Mad Max: Affine Spline Insights into Deep Learning

Richard Baraniuk (Rice University)
https://simons.berkeley.edu/talks/tbd-75
Frontiers of Deep Learning
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0:51:46

Splitting Gradient Descent for Incremental Learning of Neural Architectures

Qiang Liu (University of Texas at Austin)
https://simons.berkeley.edu/talks/tbd-58
Frontiers of Deep Learning
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0:47:56

Provable Robustness Beyond Bound Propagation

Zico Kolter (Carnegie Mellon University)
https://simons.berkeley.edu/talks/tbd-52
Frontiers of Deep Learning
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0:48:49

A New Perspective on Adversarial Perturbations

Aleksander Madry (MIT)
https://simons.berkeley.edu/talks/tbd-57
Frontiers of Deep Learning
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0:46:39

Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers

Jerry Li (Microsoft Research)
https://simons.berkeley.edu/talks/tbd-62
Frontiers of Deep Learning
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0:46:48

Interpreting Deep Neural Networks (DNNs)

Bin Yu (UC Berkeley)
https://simons.berkeley.edu/talks/tbd-67
Frontiers of Deep Learning
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0:47:38

Interpretability - now what?

Been Kim (Google Brain)
https://simons.berkeley.edu/talks/tbd-72
Frontiers of Deep Learning
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0:46:6

Lessons Learned from Evaluating the Robustness of Defenses to Adversarial Examples

Nicholas Carlini (Google Brain)
https://simons.berkeley.edu/talks/tbd-76
Frontiers of Deep Learning
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0:50:19

Robust Deep Learning Under Distribution Shift

Zack Lipton (Carnegie Mellon University)
https://simons.berkeley.edu/talks/tbd-53
Frontiers of Deep Learning
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