Discovering objects and their relations from entangled scene representations

16 February 2017

Papers citing "Discovering objects and their relations from entangled scene representations"

35 / 35 papers shown

Title
A Relational Intervention Approach for Unsupervised Dynamics Generalization in Model-Based Reinforcement Learning Jinpei Guo Biwei Huang Dacheng Tao 66 20 0 09 Jun 2022
Compositional Multi-Object Reinforcement Learning with Linear Relation Networks Davide Mambelli Frederik Trauble Stefan Bauer Bernhard Schölkopf Francesco Locatello OCL 93 17 0 31 Jan 2022
Learning to Compose Visual Relations Nan Liu Shuang Li Yilun Du J. Tenenbaum Antonio Torralba CoGe OCL 91 80 0 17 Nov 2021
Scaling Graph-based Deep Learning models to larger networks Miquel Ferriol Galmés José Suárez-Varela Krzysztof Rusek Pere Barlet-Ros A. Cabellos-Aparicio GNN AI4CE 74 8 0 04 Oct 2021
Neural Production Systems: Learning Rule-Governed Visual Dynamics Anirudh Goyal Aniket Didolkar Nan Rosemary Ke Charles Blundell Philippe Beaudoin N. Heess Michael C. Mozer Yoshua Bengio OCL 131 86 0 02 Mar 2021
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 172 127 0 16 Dec 2020
Attention over learned object embeddings enables complex visual reasoning David Ding Felix Hill Adam Santoro Malcolm Reynolds M. Botvinick OCL 114 71 0 15 Dec 2020
Generalizable Machine Learning in Neuroscience using Graph Neural Networks Paul Yung-Pou Wang Sandalika Sapra V. George Gabriel A. Silva GNN AI4CE 39 14 0 16 Oct 2020
Learning Physical Constraints with Neural Projections Shuqi Yang Xingzhe He Bo Zhu 3DV AI4CE 110 26 0 23 Jun 2020
MetaFun: Meta-Learning with Iterative Functional Updates Jin Xu Jean-François Ton Hyunjik Kim Adam R. Kosiorek Yee Whye Teh 78 68 0 05 Dec 2019
Graph Neural Based End-to-end Data Association Framework for Online Multiple-Object Tracking Xiaolong Jiang Peizhao Li Yanjing Li Xiantong Zhen VOT 77 33 0 11 Jul 2019
The Limited Multi-Label Projection Layer Brandon Amos V. Koltun J. Zico Kolter 95 36 0 20 Jun 2019
Neural Consciousness Flow Xiaoran Xu Wei Feng Zhiqing Sun Zhihong Deng GNN AI4CE 77 2 0 30 May 2019
Are Disentangled Representations Helpful for Abstract Visual Reasoning? Sjoerd van Steenkiste Francesco Locatello Jürgen Schmidhuber Olivier Bachem 106 210 0 29 May 2019
Graph Representations for Higher-Order Logic and Theorem Proving Aditya Sanjay Paliwal Sarah M. Loos M. Rabe Kshitij Bansal Christian Szegedy AI4CE NoLa 204 98 0 24 May 2019
Relational Reasoning Network (RRN) for Anatomical Landmarking N. Torosdagli Syed Muhammad Anwar P. Verma D. Liberton Janice S. Lee Wade W. Han Ulas Bagci 51 3 0 08 Apr 2019
Autoregressive Models for Sequences of Graphs Daniele Zambon Daniele Grattarola L. Livi Cesare Alippi 52 8 0 18 Mar 2019
Differentiable Scene Graphs Moshiko Raboh Roei Herzig Gal Chechik Jonathan Berant Amir Globerson OCL 99 34 0 26 Feb 2019
Graph Neural Processes: Towards Bayesian Graph Neural Networks Andrew N. Carr David Wingate BDL 67 12 0 26 Feb 2019
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 1.2K 5,605 0 20 Dec 2018
Discovering physical concepts with neural networks Raban Iten Tony Metger H. Wilming L. D. Rio R. Renner PINN AI4CE 131 391 0 26 Jul 2018
Unsupervised Learning of Latent Physical Properties Using Perception-Prediction Networks David Zheng V. Luo Jiajun Wu J. Tenenbaum SSL DRL AI4CE 74 53 0 24 Jul 2018
Measuring abstract reasoning in neural networks David Barrett Felix Hill Adam Santoro Ari S. Morcos Timothy Lillicrap OOD 88 363 0 11 Jul 2018
Relational recurrent neural networks Adam Santoro Ryan Faulkner David Raposo Jack W. Rae Mike Chrzanowski T. Weber Daan Wierstra Oriol Vinyals Razvan Pascanu Timothy Lillicrap GNN 172 211 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 888 3,132 0 04 Jun 2018
Graph networks as learnable physics engines for inference and control Alvaro Sanchez-Gonzalez N. Heess Jost Tobias Springenberg J. Merel Martin Riedmiller R. Hadsell Peter W. Battaglia GNN AI4CE PINN OCL 270 603 0 04 Jun 2018
Mapping Images to Scene Graphs with Permutation-Invariant Structured Prediction Roei Herzig Moshiko Raboh Gal Chechik Jonathan Berant Amir Globerson GNN OCL 101 135 0 15 Feb 2018
Relation Networks for Object Detection Han Hu Jiayuan Gu Zheng Zhang Jifeng Dai Yichen Wei ObjD 150 1,230 0 30 Nov 2017
Measuring the tendency of CNNs to Learn Surface Statistical Regularities Jason Jo Yoshua Bengio AAML 89 250 0 30 Nov 2017
Anatomical labeling of brain CT scan anomalies using multi-context nearest neighbor relation networks Srikrishna Varadarajan Muktabh Mayank Srivastava Monika Grewal Pulkit Kumar 22 0 0 25 Oct 2017
Can Deep Neural Networks Match the Related Objects?: A Survey on ImageNet-trained Classification Models Han S. Lee Heechul Jung Alex A. Agarwal Junmo Kim 90 6 0 12 Sep 2017
Cognitive Psychology for Deep Neural Networks: A Shape Bias Case Study Samuel Ritter David Barrett Adam Santoro M. Botvinick 97 196 0 26 Jun 2017
Pixels to Graphs by Associative Embedding Alejandro Newell Jia Deng GNN VOS 101 232 0 22 Jun 2017
A simple neural network module for relational reasoning Adam Santoro David Raposo David Barrett Mateusz Malinowski Razvan Pascanu Peter W. Battaglia Timothy Lillicrap GNN NAI 191 1,617 0 05 Jun 2017
ShapeWorld - A new test methodology for multimodal language understanding A. Kuhnle Ann A. Copestake 65 69 0 14 Apr 2017