Graph Structured Prediction Energy Net Algorithms
Colin Graber, Alexander Schwing
Chirality Nets: Exploiting Structure in Human Pose Regression Raymond A Yeh, Yuan-Ting Hu, Alexander Schwing
Co-Generation with GANs using AIS based HMC
Tian Tian Fang, Alexander Schwing
Object-oriented state editing for HRL Victor Bapst, Alvaro Sanchez-Gonzalez, Omar Shams, Kimberly Stachenfeld, Peter Battaglia, Satinder Singh, Jessica B. Hamrick
No Representation without Transformation
Giorgio Giannone, Jonathan Masci, Christian Osendorfer
Object Abstraction in Visual Model-Based
Reinforcement Learning
Rishi Veerapaneni, John D. Co-Reyes, Michael Chang, Michael Janner, Chelsea Finn, Jiajun Wu, Joshua Tenenbaum, Sergey Levine
Unsupervised Neural Segmentation and Clustering for Unit Discovery in Sequential Data Jan K Chorowski, Nanxin Chen, Ricard Marxer, Hans J.G.A. Dolfing, Adrian Łańcucki, Guillaume Sanchez, Sameer Khurana, Tanel Alumäe, Antoine Laurent
Why Aren’t All Predictive Coding Networks Generative? Jeff Orchard, Wei Sun, Neil Liu
R-SQAIR:Relational Sequential Attend, Infer, Repeat
Aleksandar Stanic, Jürgen Schmidhuber
Localizing Occluders with Compositional Convolutional Networks Adam Kortylewski, Qing Liu, Huiyu Wang, Zhishuai Zhang, Alan Yuille
CvxNets: Learnable Convex Decomposition Boyang Deng, Kyle Genova, Soroosh Yazdani, Sofien Bouaziz, Geoffrey Hinton, Andrea Tagliasacchi
Spatially Invariant, Label-free Object Tracking Eric Crawford, Joelle Pineau
Incorporating Domain Knowledge About XRF
Spectra into Neural Networks
Matthew Dirks, David Poole
LAVAE: Disentangling Location and Appearance
Andrea Dittadi, Ole Winther
Real-time Approximate Inference for Scene Understanding with Generative Models Javier Felip, Nilesh A Ahuja, David Gomez Gutierrez, Omesh Tickoo, Vikash Mansinghka
Differentiable Mapping Networks: Learning
Task-Oriented Latent Maps with Spatial Structure
Peter Karkus, Anelia Angelova, Rico Jonschkowski
Learning Optimization Models of Graphs
Rakshit Trivedi, Jiachen Yang, Hongyuan Zha
Program Synthesis for Images using Tree-Structured LSTM Chenghui Zhou, Chun-Liang Li, Barnabas Poczos
Causal Neighborhood Analysis for Detection of Adversarial Examples Sunny Raj, Sumit Kumar Jha, Susmit Jha
Structured differentiable models of 3D scenes via
generative scene graphs
Ben Zinberg, Marco Cusumano-Towner, Vikash K. Mansinghka
Multilingual KERMIT:
It’s Not Easy Being Generative
Harris Chan, Jamie Kiros, William Chan