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A Mixture-of-Expert Approach to RL-based Dialogue Management
Yinlam Chow · Azamat Tulepbergenov · Ofir Nachum · Dhawal Gupta · Moonkyung Ryu · Mohammad Ghavamzadeh · Craig Boutilier
Domain Generalization for Robust Model-Based Offline RL
Alan Clark · Shoaib Siddiqui · Robert Kirk · Usman Anwar · Stephen Chung · David Krueger
Uncertainty quantification methods for ML-based surrogate models of scientific applications
Kishore Basu · Yujia Hao · Delphine Hintz · Dev Shah · Aaron Palmer · Gurpreet Singh Hora · Darian Nwankwo · Laurent White
Evidence accumulation in deep RL agents powered by a cognitive model
James Mochizuki-Freeman · Sahaj Singh Maini · Zoran Tiganj
Contrastive Value Learning: Implicit Models for Simple Offline RL
Bogdan Mazoure · Benjamin Eysenbach · Ofir Nachum · Jonathan Tompson
Affinity Workshop
The use of Region-based Convolutional Neural Network Model for Analysing Unmanned Aerial Vehicle Remote Sensing
Esther Oduntan
Offline evaluation in RL: soft stability weighting to combine fitted Q-learning and model-based methods
Briton Park · Xian Wu · Bin Yu · Angela Zhou
Wed 9:00 Model-based RL with Optimistic Posterior Sampling: Structural Conditions and Sample Complexity
Alekh Agarwal · Tong Zhang
Thu 9:00 Towards Safe Reinforcement Learning with a Safety Editor Policy
Haonan Yu · Wei Xu · Haichao Zhang
Model-Based Opponent Modeling
XiaoPeng Yu · Jiechuan Jiang · Wanpeng Zhang · Haobin Jiang · Zongqing Lu
Wed 14:00 Mismatched No More: Joint Model-Policy Optimization for Model-Based RL
Benjamin Eysenbach · Alexander Khazatsky · Sergey Levine · Russ Salakhutdinov
Tue 9:00 A Unified Framework for Alternating Offline Model Training and Policy Learning
Shentao Yang · Shujian Zhang · Yihao Feng · Mingyuan Zhou