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Workshop
SIReN-VAE: Leveraging Flows and Amortized Inference for Bayesian Networks
Jacobie Mouton · Rodney Kroon
Poster
Wed 18:30 C-Planning: An Automatic Curriculum for Learning Goal-Reaching Tasks
Tianjun Zhang · Benjamin Eysenbach · Ruslan Salakhutdinov · Sergey Levine · Joseph E Gonzalez
Spotlight
Tue 10:30 Variational methods for simulation-based inference
Manuel Glöckler · Michael Deistler · Jakob Macke
Oral
Tue 2:15 Variational Inference for Discriminative Learning with Generative Modeling of Feature Incompletion
Kohei Miyaguchi · Takayuki Katsuki · Akira Koseki · Toshiya Iwamori
Workshop
Object Representations as Fixed Points: Training Iterative Inference Algorithms with Implicit Differentiation
Michael Chang · Thomas L. Griffiths · Sergey Levine
Poster
Wed 10:30 From Intervention to Domain Transportation: A Novel Perspective to Optimize Recommendation
Da Xu · Yuting Ye · Chuanwei Ruan · evren korpeoglu · Sushant Kumar · kannan achan
Poster
Tue 2:30 Self-Supervised Inference in State-Space Models
David Ruhe · Patrick ForrĂ©
Poster
Thu 10:30 Unifying Likelihood-free Inference with Black-box Optimization and Beyond
Dinghuai Zhang · Jie Fu · Yoshua Bengio · Aaron Courville
Poster
Mon 18:30 Conditional Image Generation by Conditioning Variational Auto-Encoders
William Harvey · Saeid Naderiparizi · Frank Wood
Poster
Wed 2:30 Deep Attentive Variational Inference
Ifigeneia Apostolopoulou · Ian Char · Elan Rosenfeld · Artur Dubrawski
Poster
Thu 2:30 Embedded-model flows: Combining the inductive biases of model-free deep learning and explicit probabilistic modeling
Gianluigi Silvestri · Emily Fertig · Dave Moore · Luca Ambrogioni
Spotlight
Thu 10:30 Unifying Likelihood-free Inference with Black-box Optimization and Beyond
Dinghuai Zhang · Jie Fu · Yoshua Bengio · Aaron Courville