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Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #221
A Composable Specification Language for Reinforcement Learning Tasks
Kishor Jothimurugan · Rajeev Alur · Osbert Bastani
[ Paper [ Slides
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #222
A Generalized Algorithm for Multi-Objective Reinforcement Learning and Policy Adaptation
Runzhe Yang · Xingyuan Sun · Karthik Narasimhan
[ Paper [ Poster
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #223
A Kernel Loss for Solving the Bellman Equation
Yihao Feng · Lihong Li · Qiang Liu
[ Paper [ Poster
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #224
Adaptive Temporal-Difference Learning for Policy Evaluation with Per-State Uncertainty Estimates
Carlos Riquelme · Hugo Penedones · Damien Vincent · Hartmut Maennel · Sylvain Gelly · Timothy A Mann · Andre Barreto · Gergely Neu
[ Paper [ Poster
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #225
Curriculum-guided Hindsight Experience Replay
Meng Fang · Tianyi Zhou · Yali Du · Lei Han · Zhengyou Zhang
[ Paper [ Poster
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #226
Distributional Policy Optimization: An Alternative Approach for Continuous Control
Chen Tessler · Guy Tennenholtz · Shie Mannor
[ Paper [ Poster
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #227
Mo' States Mo' Problems: Emergency Stop Mechanisms from Observation
Samuel Ainsworth · Matt Barnes · Siddhartha Srinivasa
[ Paper [ Poster
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #228
Generalization in Reinforcement Learning with Selective Noise Injection and Information Bottleneck
Maximilian Igl · Kamil Ciosek · Yingzhen Li · Sebastian Tschiatschek · Cheng Zhang · Sam Devlin · Katja Hofmann
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #229
Goal-conditioned Imitation Learning
Yiming Ding · Carlos Florensa · Pieter Abbeel · Mariano Phielipp
[ Paper [ Poster
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #230
Gossip-based Actor-Learner Architectures for Deep Reinforcement Learning
Mahmoud Assran · Joshua Romoff · Nicolas Ballas · Joelle Pineau · Mike Rabbat
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #231
Imitation-Projected Programmatic Reinforcement Learning
Abhinav Verma · Hoang Le · Yisong Yue · Swarat Chaudhuri
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #232
Reinforcement Learning with Convex Constraints
Sobhan Miryoosefi · Kianté Brantley · Hal Daumé III · Miro Dudik · Robert Schapire
[ Paper
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #233
RUDDER: Return Decomposition for Delayed Rewards
Jose A. Arjona-Medina · Michael Gillhofer · Michael Widrich · Thomas Unterthiner · Johannes Brandstetter · Sepp Hochreiter
[ Paper [ Slides
Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #234
Shaping Belief States with Generative Environment Models for RL
Karol Gregor · Danilo Jimenez Rezende · Frederic Besse · Yan Wu · Hamza Merzic · Aaron van den Oord
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Poster
Thu Dec 12 10:45 AM -- 12:45 PM (PST) @ East Exhibition Hall B + C #235
Towards Interpretable Reinforcement Learning Using Attention Augmented Agents
Alexander Mott · Daniel Zoran · Mike Chrzanowski · Daan Wierstra · Danilo Jimenez Rezende
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