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Theoretical physicist Robbert Dijkgraaf explores how physicists are striving for the long-sought unification of quantum mechanics and general relativity, with string theory being a leading contender.
Explore deep learning generalization with Google's Behnam Neyshabur in this under 1-hour workshop by the Institute for Advanced Study. Dive into problem-solving, experimental design, and more.
Explore the power of Graph Neural Networks with Stefanie Jegelka from MIT in this less than 1-hour workshop offered by the Institute for Advanced Study.
Explore efficient reinforcement learning with linear function approximation in this under 1-hour workshop by Chi Jin from the Institute for Advanced Study.
Explore causal invariance in machine learning with Leon Bottou from Facebook AI Research, in a short workshop offered by the Institute for Advanced Study.
Explore the transition from classical statistics to modern machine learning with Mikhail Belkin in this short workshop offered by the Institute for Advanced Study.
Explore the link between neural networks and kernels from a modern perspective in this under 1-hour workshop by Simon Du from the Institute for Advanced Study.
Explore energy-based approaches to representation learning with Yann LeCun from NYU and Facebook AI, in a less than 1-hour workshop by the Institute for Advanced Study.
Explore the theory of deep learning with Aleksander Madry from MIT, focusing on adversarial perturbations, robust features, and data efficiency in under an hour.
Explore the theory of deep learning with Ke Li from UC Berkeley, focusing on overcoming dimensionality and mode collapse. Less than 1-hour workload.
Explore PAC-Bayesian approaches to deep learning generalization in a short workshop by Gintare Dziugaite from the Institute for Advanced Study.
Explore deep learning optimization with Sanjeev Arora, a Distinguished Visiting Professor at Princeton University, in this less than 1-hour workshop from the Institute for Advanced Study.
Explore information-theoretic generalization bounds in deep learning with Daniel Roy from the University of Toronto, in a short workshop offered by the Institute for Advanced Study.
Explore GAN optimization and competitive gradient descent in a short workshop by Anima Anandkumar from Caltech, offered by the Institute for Advanced Study.
Explore emergent linguistic structures in neural word representations with Stanford's Chris Manning in this under 1-hour workshop offered by the Institute for Advanced Study.
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