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Spotlight
Wed Dec 12:30 PM -- 12:35 PM PST @ Room 220 CD
Breaking the Curse of Horizon: Infinite-Horizon Off-Policy Estimation
Qiang Liu · Lihong Li · Ziyang Tang · Dengyong Zhou
Spotlight
Wed Dec 12:35 PM -- 12:40 PM PST @ Room 220 CD
Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation
Jiaxuan You · Bowen Liu · Zhitao Ying · Vijay Pande · Jure Leskovec
Spotlight
Wed Dec 12:40 PM -- 12:45 PM PST @ Room 220 CD
Memory Augmented Policy Optimization for Program Synthesis and Semantic Parsing
Chen Liang · Mohammad Norouzi · Jonathan Berant · Quoc V Le · Ni Lao
Spotlight
Wed Dec 12:45 PM -- 12:50 PM PST @ Room 220 CD
Meta-Reinforcement Learning of Structured Exploration Strategies
Abhishek Gupta · Russell Mendonca · YuXuan Liu · Pieter Abbeel · Sergey Levine
Oral
Wed Dec 12:50 PM -- 01:05 PM PST @ Room 220 CD
Policy Optimization via Importance Sampling
Alberto Maria Metelli · Matteo Papini · Francesco Faccio · Marcello Restelli
Spotlight
Wed Dec 01:05 PM -- 01:10 PM PST @ Room 220 CD
A Bayesian Approach to Generative Adversarial Imitation Learning
Wonseok Jeon · Seokin Seo · Kee-Eung Kim
Spotlight
Wed Dec 01:10 PM -- 01:15 PM PST @ Room 220 CD
Visual Reinforcement Learning with Imagined Goals
Ashvin Nair · Vitchyr Pong · Murtaza Dalal · Shikhar Bahl · Steven Lin · Sergey Levine
Spotlight
Wed Dec 01:15 PM -- 01:20 PM PST @ Room 220 CD
Randomized Prior Functions for Deep Reinforcement Learning
Ian Osband · John Aslanides · Albin Cassirer
Spotlight
Wed Dec 01:20 PM -- 01:25 PM PST @ Room 220 CD
Playing hard exploration games by watching YouTube
Yusuf Aytar · Tobias Pfaff · David Budden · Thomas Paine · Ziyu Wang · Nando de Freitas
Oral
Wed Dec 01:25 PM -- 01:40 PM PST @ Room 220 CD
Recurrent World Models Facilitate Policy Evolution
David Ha · Jürgen Schmidhuber
Spotlight
Wed Dec 01:40 PM -- 01:45 PM PST @ Room 220 CD
Reducing Network Agnostophobia
Akshay Raj Dhamija · Manuel Günther · Terrance Boult
Spotlight
Wed Dec 01:45 PM -- 01:50 PM PST @ Room 220 CD
Life-Long Disentangled Representation Learning with Cross-Domain Latent Homologies
Alessandro Achille · Tom Eccles · Loic Matthey · Chris Burgess · Nicholas Watters · Alexander Lerchner · Irina Higgins
Spotlight
Wed Dec 01:50 PM -- 01:55 PM PST @ Room 220 CD
Geometrically Coupled Monte Carlo Sampling
Mark Rowland · Krzysztof Choromanski · François Chalus · Aldo Pacchiano · Tamas Sarlos · Richard E Turner · Adrian Weller
Spotlight
Wed Dec 01:55 PM -- 02:00 PM PST @ Room 220 CD
Scalable Laplacian K-modes
Imtiaz Ziko · Eric Granger · Ismail Ben Ayed