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Poster
LAPO: Latent-Variable Advantage-Weighted Policy Optimization for Offline Reinforcement Learning
Xi Chen · Ali Ghadirzadeh · Tianhe Yu · Jianhao Wang · Alex Yuan Gao · Wenzhe Li · Liang Bin · Chelsea Finn · Chongjie Zhang
Workshop
Simplifying Model-based RL: Learning Representations, Latent-space Models, and Policies with One Objective
Raj Ghugare · Homanga Bharadhwaj · Benjamin Eysenbach · Sergey Levine · Ruslan Salakhutdinov
Panel
Tue 10:45 Panel 1C-8: Local Spatiotemporal Representation… & Learning Latent Seasonal-Trend…
Mengwei Ren · Zhiyuan Wang
Poster
Thu 9:00 Latent Hierarchical Causal Structure Discovery with Rank Constraints
Biwei Huang · Charles Jia Han Low · Feng Xie · Clark Glymour · Kun Zhang
Poster
Thu 14:00 Semantic uncertainty intervals for disentangled latent spaces
Swami Sankaranarayanan · Anastasios Angelopoulos · Stephen Bates · Yaniv Romano · Phillip Isola
Poster
Wed 9:00 Learning Physics Constrained Dynamics Using Autoencoders
Tsung-Yen Yang · Justinian Rosca · Karthik Narasimhan · Peter J Ramadge
Poster
Tue 14:00 Hamiltonian Latent Operators for content and motion disentanglement in image sequences
Asif Khan · Amos Storkey
Poster
Natural image synthesis for the retina with variational information bottleneck representation
Babak Rahmani · Demetri Psaltis · Christophe Moser
Poster
Wed 14:00 Causal Discovery in Linear Latent Variable Models Subject to Measurement Error
Yuqin Yang · AmirEmad Ghassami · Mohamed Nafea · Negar Kiyavash · Kun Zhang · Ilya Shpitser
Poster
Tue 9:00 Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts
Neeraj Wagh · Jionghao Wei · Samarth Rawal · Brent M Berry · Yogatheesan Varatharajah
Poster
Thu 14:00 VICE: Variational Interpretable Concept Embeddings
Lukas Muttenthaler · Charles Zheng · Patrick McClure · Robert Vandermeulen · Martin N Hebart · Francisco Pereira
Poster
Tue 14:00 Posterior Collapse of a Linear Latent Variable Model
Zihao Wang · Liu Ziyin