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14 Results

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Poster
Mon 9:00 Plan-Based Relaxed Reward Shaping for Goal-Directed Tasks
Ingmar Schubert · Ozgur Oguz · Marc Toussaint
Spotlight
Tue 19:35 Model-Based Visual Planning with Self-Supervised Functional Distances
Stephen Tian · Suraj Nair · Frederik Ebert · Sudeep Dasari · Benjamin Eysenbach · Chelsea Finn · Sergey Levine
Poster
Mon 9:00 Reset-Free Lifelong Learning with Skill-Space Planning
Kevin Lu · Aditya Grover · Pieter Abbeel · Igor Mordatch
Poster
Mon 9:00 PAC Confidence Predictions for Deep Neural Network Classifiers
Sangdon Park · Shuo Li · Insup Lee · Osbert Bastani
Poster
Thu 9:00 Model-Based Offline Planning
Arthur Argenson · Gabriel Dulac-Arnold
Poster
Mon 9:00 Rapid Task-Solving in Novel Environments
Samuel Ritter · Ryan Faulkner · Laurent Sartran · Adam Santoro · Matthew Botvinick · David Raposo
Poster
Mon 9:00 On the role of planning in model-based deep reinforcement learning
Jessica Hamrick · Abram Friesen · Feryal Behbahani · Arthur Guez · Fabio Viola · Sims Witherspoon · Thomas Anthony · Lars Buesing · Petar Veličković · Theophane Weber
Poster
Tue 1:00 Monte-Carlo Planning and Learning with Language Action Value Estimates
Youngsoo Jang · Seokin Seo · Jongmin Lee · Kee-Eung Kim
Poster
Wed 9:00 DeepAveragers: Offline Reinforcement Learning By Solving Derived Non-Parametric MDPs
aayam shrestha · Stefan Lee · Prasad Tadepalli · Alan Fern
Poster
Mon 9:00 Planning from Pixels using Inverse Dynamics Models
Keiran Paster · Sheila McIlraith · Jimmy Ba
Poster
Mon 17:00 Latent Skill Planning for Exploration and Transfer
Kevin Xie · Homanga Bharadhwaj · Danijar Hafner · Animesh Garg · Florian Shkurti
Poster
Wed 9:00 Mastering Atari with Discrete World Models
Danijar Hafner · Timothy Lillicrap · Mohammad Norouzi · Jimmy Ba