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Oral
Wed Dec 09 06:00 AM -- 06:15 AM (PST) @ Orals & Spotlights: Continual/Meta/Misc Learning
Continual Deep Learning by Functional Regularisation of Memorable Past
Pingbo Pan · Siddharth Swaroop · Alexander Immer · Runa Eschenhagen · Richard Turner · Mohammad Emtiyaz Khan
[ Paper ]
Oral
Wed Dec 09 06:15 AM -- 06:30 AM (PST) @ Orals & Spotlights: Continual/Meta/Misc Learning
Look-ahead Meta Learning for Continual Learning
Gunshi Gupta · Karmesh Yadav · Liam Paull
[ Paper ]
Oral
Wed Dec 09 06:30 AM -- 06:45 AM (PST) @ Orals & Spotlights: Continual/Meta/Misc Learning
NeuMiss networks: differentiable programming for supervised learning with missing values.
Marine Le Morvan · Julie Josse · Thomas Moreau · Erwan Scornet · Gael Varoquaux
[ Paper ]
Break
Wed Dec 09 06:45 AM -- 07:00 AM (PST)
Break
Spotlight
Wed Dec 09 07:00 AM -- 07:10 AM (PST) @ Orals & Spotlights: Continual/Meta/Misc Learning
Meta-trained agents implement Bayes-optimal agents
Vladimir Mikulik · Grégoire Delétang · Tom McGrath · Tim Genewein · Miljan Martic · Shane Legg · Pedro Ortega
[ Paper ]
Spotlight
Wed Dec 09 07:10 AM -- 07:20 AM (PST) @ Orals & Spotlights: Continual/Meta/Misc Learning
Linear Dynamical Systems as a Core Computational Primitive
Shiva Kaul
[ Paper ]
Spotlight
Wed Dec 09 07:20 AM -- 07:30 AM (PST) @ Orals & Spotlights: Continual/Meta/Misc Learning
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels
Massimiliano Patacchiola · Jack Turner · Elliot Crowley · Michael O'Boyle · Amos Storkey
[ Paper ]
Spotlight
Wed Dec 09 07:30 AM -- 07:40 AM (PST) @ Orals & Spotlights: Continual/Meta/Misc Learning
Uncertainty-aware Self-training for Few-shot Text Classification
Subhabrata Mukherjee · Ahmed Awadallah
[ Paper ]
Q&A
Wed Dec 09 07:40 AM -- 07:50 AM (PST)
Joint Q&A for Preceeding Spotlights
Spotlight
Wed Dec 09 07:50 AM -- 08:00 AM (PST) @ Orals & Spotlights: Continual/Meta/Misc Learning
HiPPO: Recurrent Memory with Optimal Polynomial Projections
Albert Gu · Tri Dao · Stefano Ermon · Atri Rudra · Christopher Ré
[ Paper ]
Spotlight
Wed Dec 09 08:00 AM -- 08:10 AM (PST) @ Orals & Spotlights: Continual/Meta/Misc Learning
Efficient Marginalization of Discrete and Structured Latent Variables via Sparsity
Gonçalo Correia · Vlad Niculae · Wilker Aziz · André Martins
[ Paper ]
Spotlight
Wed Dec 09 08:10 AM -- 08:20 AM (PST) @ Orals & Spotlights: Continual/Meta/Misc Learning
Leap-Of-Thought: Teaching Pre-Trained Models to Systematically Reason Over Implicit Knowledge
Alon Talmor · Oyvind Tafjord · Peter Clark · Yoav Goldberg · Jonathan Berant
[ Paper ]
Spotlight
Wed Dec 09 08:20 AM -- 08:30 AM (PST) @ Orals & Spotlights: Continual/Meta/Misc Learning
Bongard-LOGO: A New Benchmark for Human-Level Concept Learning and Reasoning
Weili Nie · Zhiding Yu · Lei Mao · Ankit Patel · Yuke Zhu · Anima Anandkumar
[ Paper ]
Spotlight
Wed Dec 09 08:30 AM -- 08:40 AM (PST) @ Orals & Spotlights: Continual/Meta/Misc Learning
Instead of Rewriting Foreign Code for Machine Learning, Automatically Synthesize Fast Gradients
William Moses · Valentin Churavy
[ Paper ]
Q&A
Wed Dec 09 08:40 AM -- 08:50 AM (PST)
Joint Q&A for Preceeding Spotlights
Break
Wed Dec 09 08:50 AM -- 09:00 AM (PST)
Break