Relational Neural Expectation Maximization: Unsupervised Discovery of Objects and their Interactions

28 February 2018

Sjoerd van Steenkiste

Papers citing "Relational Neural Expectation Maximization: Unsupervised Discovery of Objects and their Interactions"

50 / 199 papers shown

Title
Self-Growing Spatial Graph Network for Context-Aware Pedestrian Trajectory Prediction Sirin Haddad S. Lam GNN 14 8 0 11 Dec 2020
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 224 254 0 09 Dec 2020
Inductive Biases for Deep Learning of Higher-Level Cognition Anirudh Goyal Yoshua Bengio AI4CE 13 344 0 30 Nov 2020
Unsupervised part representation by Flow Capsules S. Sabour Andrea Tagliasacchi S. Yazdani Geoffrey E. Hinton David J. Fleet 3DPC OCL 22 37 0 27 Nov 2020
Unsupervised Object Keypoint Learning using Local Spatial Predictability Anand Gopalakrishnan Sjoerd van Steenkiste Jürgen Schmidhuber SSL 15 21 0 25 Nov 2020
Learning Object-Centric Video Models by Contrasting Sets Sindy Lowe Klaus Greff Rico Jonschkowski Alexey Dosovitskiy Thomas Kipf SSL OCL 9 24 0 20 Nov 2020
Generative Neurosymbolic Machines Jindong Jiang Sungjin Ahn BDL OCL 211 68 0 23 Oct 2020
Hierarchical Relational Inference Aleksandar Stanić Sjoerd van Steenkiste Jürgen Schmidhuber OCL 14 15 0 07 Oct 2020
Improving Generative Imagination in Object-Centric World Models Zhixuan Lin Yi-Fu Wu Skand Peri Bofeng Fu Jindong Jiang Sungjin Ahn OCL 6 79 0 05 Oct 2020
Latent State Inference in a Spatiotemporal Generative Model Matthias Karlbauer Tobias Menge S. Otte Hendrik P. A. Lensch Thomas Scholten V. Wulfmeyer Martin Volker Butz 12 1 0 21 Sep 2020
Understanding Boolean Function Learnability on Deep Neural Networks: PAC Learning Meets Neurosymbolic Models Márcio Nicolau Anderson R. Tavares Zhiwei Zhang Pedro H. C. Avelar J. Flach Luís C. Lamb Moshe Y. Vardi NAI 25 2 0 13 Sep 2020
A Neural-Symbolic Framework for Mental Simulation Michael D Kissner 12 0 0 05 Aug 2020
PDE-Driven Spatiotemporal Disentanglement Jérémie Donà Jean-Yves Franceschi Sylvain Lamprier Patrick Gallinari OOD DRL 8 27 0 04 Aug 2020
Unsupervised Discovery of 3D Physical Objects from Video Yilun Du Kevin A. Smith Tomer Ulman J. Tenenbaum Jiajun Wu OCL 105 37 0 24 Jul 2020
Slot Contrastive Networks: A Contrastive Approach for Representing Objects Evan Racah Sarath Chandar OCL DRL 19 14 0 18 Jul 2020
Reconstruction Bottlenecks in Object-Centric Generative Models Martin Engelcke Oiwi Parker Jones Ingmar Posner OCL 27 24 0 13 Jul 2020
Learning intuitive physics and one-shot imitation using state-action-prediction self-organizing maps M. Stetter E. Lang SSL AI4CE 6 0 0 03 Jul 2020
RELATE: Physically Plausible Multi-Object Scene Synthesis Using Structured Latent Spaces Sébastien Ehrhardt Oliver Groth Áron Monszpart Martin Engelcke Ingmar Posner Niloy Mitra Andrea Vedaldi 3DPC 13 54 0 02 Jul 2020
Learning to Combine Top-Down and Bottom-Up Signals in Recurrent Neural Networks with Attention over Modules Sarthak Mittal Alex Lamb Anirudh Goyal Vikram S. Voleti Murray Shanahan Guillaume Lajoie Michael C. Mozer Yoshua Bengio 6 62 0 30 Jun 2020
Model-based Reinforcement Learning: A Survey Thomas M. Moerland Joost Broekens Aske Plaat Catholijn M. Jonker OffRL 17 47 0 30 Jun 2020
Object Files and Schemata: Factorizing Declarative and Procedural Knowledge in Dynamical Systems Anirudh Goyal Alex Lamb Phanideep Gampa Philippe Beaudoin Sergey Levine Charles Blundell Yoshua Bengio Michael C. Mozer OCL 14 70 0 29 Jun 2020
Object-Centric Learning with Slot Attention Francesco Locatello Dirk Weissenborn Thomas Unterthiner Aravindh Mahendran G. Heigold Jakob Uszkoreit Alexey Dosovitskiy Thomas Kipf OCL 21 817 0 26 Jun 2020
Unsupervised Video Decomposition using Spatio-temporal Iterative Inference Polina Zablotskaia E. Dominici Leonid Sigal Andreas M. Lehrmann OCL 19 19 0 25 Jun 2020
Learning Physical Graph Representations from Visual Scenes Daniel M. Bear Chaofei Fan Damian Mrowca Yunzhu Li S. Alter ... Jeremy Schwartz Li Fei-Fei Jiajun Wu J. Tenenbaum Daniel L. K. Yamins SSL GNN SSeg AI4CE 35 78 0 22 Jun 2020
Amortized Causal Discovery: Learning to Infer Causal Graphs from Time-Series Data Sindy Lowe David Madras R. Zemel Max Welling CML BDL AI4TS 6 125 0 18 Jun 2020
Forward Prediction for Physical Reasoning Rohit Girdhar Laura Gustafson Aaron B. Adcock L. V. D. van der Maaten LRM AI4CE 25 20 0 18 Jun 2020
SE(3)-Transformers: 3D Roto-Translation Equivariant Attention Networks F. Fuchs Daniel E. Worrall Volker Fischer Max Welling 3DPC 45 663 0 18 Jun 2020
Alternating ConvLSTM: Learning Force Propagation with Alternate State Updates Congyue Deng Tai-Jiang Mu Shimin Hu 13 4 0 14 Jun 2020
Occlusion resistant learning of intuitive physics from videos Ronan Riochet Josef Sivic Ivan Laptev Emmanuel Dupoux PINN 16 6 0 30 Apr 2020
Towards causal generative scene models via competition of experts Julius von Kügelgen Ivan Ustyuzhaninov Peter V. Gehler Matthias Bethge Bernhard Schölkopf OCL 3DV 6 51 0 27 Apr 2020
Learning to Manipulate Individual Objects in an Image Yanchao Yang Yutong Chen Stefano Soatto OCL 11 37 0 11 Apr 2020
A Review on Deep Learning Techniques for Video Prediction Sergiu Oprea P. Martinez-Gonzalez Alberto Garcia-Garcia John Alejandro Castro-Vargas S. Orts-Escolano Jose Garcia-Rodriguez Antonis Argyros 27 250 0 10 Apr 2020
Disassembling Object Representations without Labels Zunlei Feng Xinchao Wang Yongming He Yike Yuan Xin Gao Mingli Song OCL 6 0 0 03 Apr 2020
Learning Unsupervised Hierarchical Part Decomposition of 3D Objects from a Single RGB Image Despoina Paschalidou Luc van Gool Andreas Geiger 3DV OCL 19 107 0 02 Apr 2020
EvolveGraph: Multi-Agent Trajectory Prediction with Dynamic Relational Reasoning Jiachen Li Fan Yang M. Tomizuka Chiho Choi AI4CE 9 12 0 31 Mar 2020
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 78 288 0 03 Mar 2020
Graph Neural Networks Meet Neural-Symbolic Computing: A Survey and Perspective Luís C. Lamb Artur S. dÁvila Garcez Marco Gori Marcelo O. R. Prates Pedro H. C. Avelar Moshe Y. Vardi NAI AI4CE 25 78 0 29 Feb 2020
Stochastic Latent Residual Video Prediction Jean-Yves Franceschi E. Delasalles Mickaël Chen Sylvain Lamprier Patrick Gallinari VGen 26 159 0 21 Feb 2020
Spatiotemporal Relationship Reasoning for Pedestrian Intent Prediction Bingbin Liu Ehsan Adeli Zhangjie Cao Kuan-Hui Lee Abhijeet Shenoi Adrien Gaidon Juan Carlos Niebles 14 150 0 20 Feb 2020
Investigating Simple Object Representations in Model-Free Deep Reinforcement Learning Guy Davidson Brenden Lake OCL OffRL 9 10 0 16 Feb 2020
Cut-Based Graph Learning Networks to Discover Compositional Structure of Sequential Video Data Kyoung-Woon On Eun-Sol Kim Y. Heo Byoung-Tak Zhang BDL 8 6 0 17 Jan 2020
Predicting the Physical Dynamics of Unseen 3D Objects Davis Rempe Srinath Sridhar He-Nan Wang Leonidas J. Guibas AI4CE 6 8 0 16 Jan 2020
Relational State-Space Model for Stochastic Multi-Object Systems Fan Yang Ling Chen Fan Zhou Yusong Gao Wei Cao 12 8 0 13 Jan 2020
Intelligence, physics and information -- the tradeoff between accuracy and simplicity in machine learning Tailin Wu 6 1 0 11 Jan 2020
SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition Zhixuan Lin Yi-Fu Wu Skand Peri Weihao Sun Gautam Singh Fei Deng Jindong Jiang Sungjin Ahn BDL OCL 3DPC 6 246 0 08 Jan 2020
Discovering Nonlinear Relations with Minimum Predictive Information Regularization Tailin Wu Thomas Breuel M. Skuhersky Jan Kautz AI4TS 12 27 0 07 Jan 2020
Deep Iterative and Adaptive Learning for Graph Neural Networks Yu Chen Lingfei Wu Mohammed J. Zaki GNN 11 46 0 17 Dec 2019
Towards Unsupervised Learning of Generative Models for 3D Controllable Image Synthesis Yiyi Liao Katja Schwarz L. Mescheder Andreas Geiger 3DV 23 158 0 11 Dec 2019
Contrastive Learning of Structured World Models Thomas Kipf Elise van der Pol Max Welling OCL DRL 6 278 0 27 Nov 2019
SAG-VAE: End-to-end Joint Inference of Data Representations and Feature Relations Chen Wang Chengyuan Deng Vladimir A. Ivanov GNN DRL 19 6 0 27 Nov 2019