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"

49 / 199 papers shown

Title
Unsupervised Object Segmentation with Explicit Localization Module Weitang Liu Lifeng Wei James Sharpnack John Douglas Owens SSeg 4 4 0 21 Nov 2019
Exploiting Spatial Invariance for Scalable Unsupervised Object Tracking Eric Crawford Joelle Pineau 34 66 0 20 Nov 2019
Entity Abstraction in Visual Model-Based Reinforcement Learning Rishi Veerapaneni John D. Co-Reyes Michael Chang Michael Janner Chelsea Finn Jiajun Wu J. Tenenbaum Sergey Levine OCL OffRL 24 187 0 28 Oct 2019
Variational Tracking and Prediction with Generative Disentangled State-Space Models A. Akhundov Maximilian Soelch Justin Bayer Patrick van der Smagt BDL DRL 11 3 0 14 Oct 2019
R-SQAIR: Relational Sequential Attend, Infer, Repeat Aleksandar Stanić Jürgen Schmidhuber 11 30 0 11 Oct 2019
Structured Object-Aware Physics Prediction for Video Modeling and Planning Jannik Kossen Karl Stelzner Marcel Hussing C. Voelcker Kristian Kersting OCL 13 70 0 06 Oct 2019
SCALOR: Generative World Models with Scalable Object Representations Jindong Jiang Sepehr Janghorbani Gerard de Melo Sungjin Ahn OCL DRL 13 132 0 06 Oct 2019
CoPhy: Counterfactual Learning of Physical Dynamics Fabien Baradel Natalia Neverova J. Mille Greg Mori Christian Wolf CML AI4CE 19 97 0 26 Sep 2019
LAVAE: Disentangling Location and Appearance Andrea Dittadi Ole Winther OCL BDL DRL 12 6 0 25 Sep 2019
Recurrent Independent Mechanisms Anirudh Goyal Alex Lamb Jordan Hoffmann Shagun Sodhani Sergey Levine Yoshua Bengio Bernhard Schölkopf 8 334 0 24 Sep 2019
Belief Regulated Dual Propagation Nets for Learning Action Effects on Groups of Articulated Objects Ahmet E. Tekden Aykut Erdem Erkut Erdem Mert Imre M. Seker Emre Ugur AI4CE 11 17 0 09 Sep 2019
GENESIS: Generative Scene Inference and Sampling with Object-Centric Latent Representations Martin Engelcke Adam R. Kosiorek Oiwi Parker Jones Ingmar Posner OCL 9 304 0 30 Jul 2019
End-to-end Recurrent Multi-Object Tracking and Trajectory Prediction with Relational Reasoning F. Fuchs Adam R. Kosiorek Li Sun Oiwi Parker Jones Ingmar Posner VOT 17 12 0 12 Jul 2019
A Perspective on Objects and Systematic Generalization in Model-Based RL Sjoerd van Steenkiste Klaus Greff Jürgen Schmidhuber OCL OffRL 9 31 0 03 Jun 2019
Are Disentangled Representations Helpful for Abstract Visual Reasoning? Sjoerd van Steenkiste Francesco Locatello Jürgen Schmidhuber Olivier Bachem 14 208 0 29 May 2019
Switching Linear Dynamics for Variational Bayes Filtering Philip Becker-Ehmck Jan Peters Patrick van der Smagt BDL 15 46 0 29 May 2019
Hypothesis-Driven Skill Discovery for Hierarchical Deep Reinforcement Learning Caleb Chuck Supawit Chockchowwat S. Niekum 11 14 0 27 May 2019
Physics-as-Inverse-Graphics: Unsupervised Physical Parameter Estimation from Video Miguel Jaques Michael G. Burke Timothy M. Hospedales VGen PINN 13 44 0 27 May 2019
Unsupervised Intuitive Physics from Past Experiences Sébastien Ehrhardt Áron Monszpart Niloy J. Mitra Andrea Vedaldi OOD PINN AI4CE SSL 27 2 0 26 May 2019
Adding Intuitive Physics to Neural-Symbolic Capsules Using Interaction Networks Michael D Kissner Helmut A. Mayer OCL PINN 8 2 0 23 May 2019
Factorised Neural Relational Inference for Multi-Interaction Systems Ezra Webb Ben Day Helena Andrés-Terré Pietro Lió AI4CE GNN 14 29 0 21 May 2019
Mega-Reward: Achieving Human-Level Play without Extrinsic Rewards Yuhang Song Jianyi Wang Thomas Lukasiewicz Zhenghua Xu Shangtong Zhang Andrzej Wojcicki Mai Xu LRM 14 15 0 12 May 2019
Time-Series Event Prediction with Evolutionary State Graph Wenjie Hu Yang Yang Zilong You Zongtao Liu Xiang Ren AI4TS 12 1 0 10 May 2019
Graph Element Networks: adaptive, structured computation and memory Ferran Alet Adarsh K. Jeewajee Maria Bauzá Alberto Rodriguez Tomas Lozano-Perez L. Kaelbling AI4CE GNN 19 74 0 18 Apr 2019
Object-Oriented Dynamics Learning through Multi-Level Abstraction Guangxiang Zhu Jianhao Wang Zhizhou Ren Zichuan Lin Chongjie Zhang AI4CE 22 5 0 16 Apr 2019
Structured agents for physical construction V. Bapst Alvaro Sanchez-Gonzalez Carl Doersch Kimberly L. Stachenfeld Pushmeet Kohli Peter W. Battaglia Jessica B. Hamrick AI4CE 16 99 0 05 Apr 2019
Unsupervised Discovery of Parts, Structure, and Dynamics Zhenjia Xu Zhijian Liu Chen Sun Kevin Patrick Murphy William T. Freeman J. Tenenbaum Jiajun Wu OCL 22 61 0 12 Mar 2019
Interpreting and Understanding Graph Convolutional Neural Network using Gradient-based Attribution Method Shangsheng Xie Mingming Lu FAtt GNN 23 16 0 09 Mar 2019
Joint Perception and Control as Inference with an Object-based Implementation Minne Li Zheng Tian Pranav Nashikkar Ian Davies Ying Wen Jun Wang 14 2 0 04 Mar 2019
Multi-Object Representation Learning with Iterative Variational Inference Klaus Greff Raphael Lopez Kaufman Rishabh Kabra Nicholas Watters Christopher P. Burgess Daniel Zoran Loic Matthey M. Botvinick Alexander Lerchner OCL SSL 11 499 0 01 Mar 2019
Graph Neural Processes: Towards Bayesian Graph Neural Networks Andrew N. Carr David Wingate BDL 15 12 0 26 Feb 2019
Stochastic Prediction of Multi-Agent Interactions from Partial Observations Chen Sun Per Karlsson Jiajun Wu J. Tenenbaum Kevin Patrick Murphy 17 89 0 25 Feb 2019
Unsupervised Grounding of Plannable First-Order Logic Representation from Images Masataro Asai NAI 6 58 0 21 Feb 2019
Situation-Aware Pedestrian Trajectory Prediction with Spatio-Temporal Attention Model Sirin Haddad Meiqing Wu He Wei S. Lam 21 56 0 13 Feb 2019
Spatial Mixture Models with Learnable Deep Priors for Perceptual Grouping Jinyang Yuan Bin Li Xiangyang Xue OCL 8 11 0 07 Feb 2019
MONet: Unsupervised Scene Decomposition and Representation Christopher P. Burgess Loic Matthey Nicholas Watters Rishabh Kabra I. Higgins M. Botvinick Alexander Lerchner OCL 11 515 0 22 Jan 2019
Reasoning About Physical Interactions with Object-Oriented Prediction and Planning Michael Janner Sergey Levine William T. Freeman J. Tenenbaum Chelsea Finn Jiajun Wu OCL 17 129 0 28 Dec 2018
Modular meta-learning in abstract graph networks for combinatorial generalization Ferran Alet Maria Bauzá Alberto Rodriguez Tomas Lozano-Perez L. Kaelbling GNN 6 3 0 19 Dec 2018
Investigating Object Compositionality in Generative Adversarial Networks Sjoerd van Steenkiste Karol Kurach Jürgen Schmidhuber Sylvain Gelly GAN OCL 19 20 0 17 Oct 2018
Learning Particle Dynamics for Manipulating Rigid Bodies, Deformable Objects, and Fluids Yunzhu Li Jiajun Wu Russ Tedrake J. Tenenbaum Antonio Torralba PINN AI4CE 14 387 0 03 Oct 2018
Neural Allocentric Intuitive Physics Prediction from Real Videos Zhihua Wang Stefano Rosa Yishu Miao Zihang Lai Linhai Xie Andrew Markham A. Trigoni 8 1 0 07 Sep 2018
Automatically Composing Representation Transformations as a Means for Generalization Michael Chang Abhishek Gupta Sergey Levine Thomas L. Griffiths 11 68 0 12 Jul 2018
Object Level Visual Reasoning in Videos Fabien Baradel Natalia Neverova Christian Wolf J. Mille Greg Mori 22 163 0 16 Jun 2018
Learning to Decompose and Disentangle Representations for Video Prediction Jun-Ting Hsieh Bingbin Liu De-An Huang Li Fei-Fei Juan Carlos Niebles DRL 127 305 0 11 Jun 2018
Sequential Attend, Infer, Repeat: Generative Modelling of Moving Objects Adam R. Kosiorek Hyunjik Kim Ingmar Posner Yee Whye Teh BDL 6 256 0 05 Jun 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 54 3,076 0 04 Jun 2018
Object-Oriented Dynamics Predictor Guangxiang Zhu Zhiao Huang Chongjie Zhang AI4CE 11 36 0 25 May 2018
A Compositional Object-Based Approach to Learning Physical Dynamics Michael Chang T. Ullman Antonio Torralba J. Tenenbaum AI4CE OCL 236 438 0 01 Dec 2016
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 258 1,400 0 01 Dec 2016