Lectures & Panel Links
Keynote Speakers
Opening Keynote by Corinna Cortes
Closing Keynote by Zoubin Ghahramani
Panel Discussions
Panelists: Kathy Meier-Hellstern, Slav Petrov, Radu Soricut
Moderated by: Partha Talukdar
Panelists: Sunita Sarawagi, Pooja Rao, Pramod Varma, Nitin Saxena
Moderated by: Manish Gupta
Panelists: Dj Dvijotham, Dheeraj Nagaraj, Soma Biswas
Moderated by: Aravindan Raghuveer
Track: General ML
Introduction to Robot Learning by Vikas Sindhwani
Analyzing deep neural networks using attribution by Mukund Sundararajan
Privacy in Federated Learning at Scale by Peter Kairouz
Recent Advances in Bayesian Machine Learning by Piyush Rai
Learning Structured Models of the World by Thomas Kipf
Self-Supervised Visual Representation Learning via Contrastive Learning by Ting Chen
Deep Bayesian Bandits Showdown: A Rematch by Kevin Murphy
Graphs at scale by Vahab Mirrokni
Sub-track: ML Foundations
Understanding adaptive methods for non-convex optimization by Satyen Kale
Structural Foundations of Efficient Reinforcement Learning by Alekh Agarwal
Privacy as Stability, for Generalization by Katrina Ligett
What could be the data structures of the Mind? by Rina Panigrahy
The online convex optimization approach to control by Elad Hazan
Sub-track: NLU
Towards High Precision Text Generation by Ankur Parikh
Developing Best Practises for NL Models: Case Studies on Gender by Kellie Webster
Learning from Past: Bringing Planning Back to Neural Generators by Shashi Narayan
Scaling Natural Language Processing for the Next Billion Users by Partha Talukdar
Latest Advances in End-to-End Speech Recognition at Google by Tara Sainath
Sub-track: Computer Vision
Vision and Language: Progress and Challenges by Aishwarya Agrawal
The Brains Behind the Camera: Computational Photography at Google by Orly Liba
Recent research on 3D Deep Learning by Vittorio Ferrari
Using sound to help you see and sight to help you hear by Bill Freeman
Multimodal Learning for Videos by Arsha Nagrani
Artificial Intelligence in Healthcare by Shruthi Prabhakara
