spotlight talk

Pick anything below and it plays in the bar at the foot of the window — and keeps playing while you go on browsing the directory.

1. 1▶From Classical Statistics to Modern ML: the Lessons of Deep Learning - Mikhail BelkinWorkshop on Theory of Deep Learning: Where next?Notes
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2. 2▶On the Connection between Neural Networks and Kernels: a Modern Perspective -Simon DuWorkshop on Theory of Deep Learning: Where next?Notes
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3. 3▶Spotlight Talks - VariousWorkshop on Theory of Deep Learning: Where next?Notes
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4. 4▶Neural Models for Speech and Language: Successes, Challenges, and the... - Michael CollinsWorkshop on Theory of Deep Learning: Where next?Notes
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5. 5▶Energy-based Approaches to Representation Learning - Yann LeCunWorkshop on Theory of Deep Learning: Where next?Notes
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6. 6▶On Large Deviation Principles for Large Neural Networks - Joan BrunaWorkshop on Theory of Deep Learning: Where next?Notes
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7. 7▶Are All Features Created Equal? - Aleksander MadryWorkshop on Theory of Deep Learning: Where next?Notes
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8. 8▶Overcoming the Curse of Dimensionality and Mode Collapse - Ke LiWorkshop on Theory of Deep Learning: Where next?Notes
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9. 9▶PAC-Bayesian approaches to understanding generalization in deep learning - Gintare DziugaiteWorkshop on Theory of Deep Learning: Where next?Notes
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10. 10▶Is Optimization the Right Language to Understand Deep Learning? - Sanjeev AroraWorkshop on Theory of Deep Learning: Where next?Notes
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11. 11▶Evaluating Neural Network Representations Against Human CognitionRepresentation LearningNotes
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12. 12▶Adversarial Perceptual Representation Learning Across Diverse Modalities and DomainsRepresentation LearningNotes
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13. 13▶Continuous State Machines and Grammars for Linguistic Structure PredictionRepresentation LearningNotes
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14. 14▶Failures of Deep LearningRepresentation LearningNotes
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15. 15▶Supersizing Self-Supervision: Learning Perception and Action without Human SupervisionRepresentation LearningNotes
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16. 16▶Deep Reinforcement LearningRepresentation LearningNotes
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17. 17▶Learning from Unlabeled VideoRepresentation LearningNotes
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18. 18▶Unsupervised Discovery Through Adversarial Self-PlayRepresentation LearningNotes
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19. 19▶Spotlight Talk: Semi-Random Units for Learning Neural Networks with GuaranteesRepresentation LearningNotes
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20. 20▶Spotlight Talk: A Formalization of Representation LearningRepresentation LearningNotes
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