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
SPARTAN: A Sparse Transformer Learning Local Causation Anson Lei Bernhard Schölkopf Ingmar Posner 30 2 0 11 Nov 2024
Unsupervised Object Discovery: A Comprehensive Survey and Unified Taxonomy José-Fabian Villa-Vásquez M. Pedersoli 34 1 0 30 Oct 2024
Language Agents Meet Causality -- Bridging LLMs and Causal World Models John Gkountouras Matthias Lindemann Phillip Lippe E. Gavves Ivan Titov LRM 28 0 0 25 Oct 2024
Learning Disentangled Representation in Object-Centric Models for Visual Dynamics Prediction via Transformers Sanket Gandhi Atul Samanyu Mahajan Vishal Sharma Rushil Gupta Arnab Kumar Mondal Parag Singla ViT OCL 40 0 0 03 Jul 2024
Slot State Space Models Jindong Jiang Fei Deng Gautam Singh Minseung Lee Sungjin Ahn 39 4 0 18 Jun 2024
Compete and Compose: Learning Independent Mechanisms for Modular World Models Anson Lei Frederik Nolte Bernhard Schölkopf Ingmar Posner OffRL 24 2 0 23 Apr 2024
STEMFold: Stochastic Temporal Manifold for Multi-Agent Interactions in the Presence of Hidden Agents Hemant Kumawat Biswadeep Chakraborty Saibal Mukhopadhyay AI4CE 13 3 0 25 Jan 2024
Explicitly Disentangled Representations in Object-Centric Learning Riccardo Majellaro Jonathan Collu Aske Plaat Thomas M. Moerland CoGe OOD OCL 63 1 0 18 Jan 2024
Slot Structured World Models Jonathan Collu Riccardo Majellaro Aske Plaat Thomas M. Moerland OCL 10 1 0 08 Jan 2024
Unsupervised Object-Centric Learning from Multiple Unspecified Viewpoints Jinyang Yuan Tonglin Chen Zhimeng Shen Bin Li Xiangyang Xue OCL 18 2 0 03 Jan 2024
Unsupervised Musical Object Discovery from Audio Joonsu Gha Vincent Herrmann Benjamin Grewe Jürgen Schmidhuber Anand Gopalakrishnan OCL 38 4 0 13 Nov 2023
Object-Centric Learning with Slot Mixture Module Daniil E. Kirilenko Vitaliy Vorobyov A. Kovalev Aleksandr I. Panov OCL 31 3 0 08 Nov 2023
Towards Unsupervised Object Detection From LiDAR Point Clouds Lunjun Zhang A. Yang Yuwen Xiong Sergio Casas Bin Yang Mengye Ren R. Urtasun 3DPC 66 20 0 03 Nov 2023
RigLSTM: Recurrent Independent Grid LSTM for Generalizable Sequence Learning Ziyu Wang Wenhao Jiang Zixuan Zhang Wei Tang Junchi Yan 8 0 0 03 Nov 2023
Object-centric architectures enable efficient causal representation learning Amin Mansouri Jason S. Hartford Yan Zhang Yoshua Bengio CML OCL OOD 21 15 0 29 Oct 2023
OC-NMN: Object-centric Compositional Neural Module Network for Generative Visual Analogical Reasoning Rim Assouel Pau Rodríguez Perouz Taslakian David Vazquez Yoshua Bengio LRM OCL 11 0 0 28 Oct 2023
Inferring Relational Potentials in Interacting Systems Armand Comas Massagu´e Yilun Du Christian Fernández S. Ghimire M. Sznaier J. Tenenbaum Octavia Camps 19 4 0 23 Oct 2023
Neural Relational Inference with Fast Modular Meta-learning Ferran Alet Erica Weng Tomás Lozano Pérez L. Kaelbling 45 55 0 10 Oct 2023
Object-Centric Learning for Real-World Videos by Predicting Temporal Feature Similarities Andrii Zadaianchuk Maximilian Seitzer Georg Martius OCL 20 38 0 07 Jun 2023
Systematic Visual Reasoning through Object-Centric Relational Abstraction Taylor W. Webb S. S. Mondal Jonathan D. Cohen OCL 28 23 0 04 Jun 2023
Revisiting Structured Variational Autoencoders Yixiu Zhao Scott W. Linderman BDL DRL 22 8 0 25 May 2023
Contrastive Training of Complex-Valued Autoencoders for Object Discovery Aleksandar Stanić Anand Gopalakrishnan Kazuki Irie Jürgen Schmidhuber OCL 28 14 0 24 May 2023
Provably Learning Object-Centric Representations Jack Brady Roland S. Zimmermann Yash Sharma Bernhard Schölkopf Julius von Kügelgen Wieland Brendel OCL 26 31 0 23 May 2023
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 28 44 0 18 May 2023
Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning Jinwoo Kim Janghyuk Choi Ho-Jin Choi Seon Joo Kim OCL VLM 19 14 0 31 Mar 2023
Model-Based Reinforcement Learning with Isolated Imaginations Minting Pan Xiangming Zhu Yitao Zheng Yunbo Wang Xiaokang Yang 10 0 0 27 Mar 2023
Neural Constraint Satisfaction: Hierarchical Abstraction for Combinatorial Generalization in Object Rearrangement Michael Chang Alyssa Dayan Franziska Meier Thomas L. Griffiths Sergey Levine Amy Zhang OCL OffRL 14 9 0 20 Mar 2023
Reusable Slotwise Mechanisms Trang Nguyen Amin Mansouri Kanika Madan Khuong N. Nguyen Kartik Ahuja Dianbo Liu Yoshua Bengio OCL 20 4 0 21 Feb 2023
A Review of the Role of Causality in Developing Trustworthy AI Systems Niloy Ganguly Dren Fazlija Maryam Badar M. Fisichella Sandipan Sikdar ... Koustav Rudra Manolis Koubarakis Gourab K. Patro W. Z. E. Amri Wolfgang Nejdl CML 26 23 0 14 Feb 2023
Invariant Slot Attention: Object Discovery with Slot-Centric Reference Frames Ondrej Biza Sjoerd van Steenkiste Mehdi S. M. Sajjadi Gamaleldin F. Elsayed Aravindh Mahendran Thomas Kipf OCL 43 32 0 09 Feb 2023
The Construction of Reality in an AI: A Review J. W. Johnston 3DV 11 1 0 03 Feb 2023
Annotated History of Modern AI and Deep Learning Juergen Schmidhuber MLAU AI4TS AI4CE 20 21 0 21 Dec 2022
Dance of SNN and ANN: Solving binding problem by combining spike timing and reconstructive attention Hao Zheng Hui Lin Rong Zhao Luping Shi 15 5 0 11 Nov 2022
Neural Systematic Binder Gautam Singh Yeongbin Kim Sungjin Ahn OCL 19 36 0 02 Nov 2022
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns Laurynas Karazija Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL 98 20 0 21 Oct 2022
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric Models Ziyi Wu Nikita Dvornik Klaus Greff Thomas Kipf Animesh Garg OCL BDL 59 89 0 12 Oct 2022
Dynamic Inference on Graphs using Structured Transition Models Saumya Saxena Oliver Kroemer AI4CE 26 0 0 29 Sep 2022
Learning to Generalize with Object-centric Agents in the Open World Survival Game Crafter Aleksandar Stanić Yujin Tang David R Ha Jürgen Schmidhuber ELM 19 11 0 05 Aug 2022
Object Representations as Fixed Points: Training Iterative Refinement Algorithms with Implicit Differentiation Michael Chang Thomas L. Griffiths Sergey Levine OCL 47 59 0 02 Jul 2022
Dynamic-Group-Aware Networks for Multi-Agent Trajectory Prediction with Relational Reasoning Chenxin Xu Yuxin Wei Bohan Tang Sheng Yin Ya-Qin Zhang Siheng Chen AI4TS AI4CE 32 33 0 27 Jun 2022
SAVi++: Towards End-to-End Object-Centric Learning from Real-World Videos Gamaleldin F. Elsayed Aravindh Mahendran Sjoerd van Steenkiste Klaus Greff Michael C. Mozer Thomas Kipf VOS OCL 47 136 0 15 Jun 2022
Learning to Accelerate Partial Differential Equations via Latent Global Evolution Tailin Wu Takashi Maruyama J. Leskovec AI4CE 23 28 0 15 Jun 2022
ObPose: Leveraging Pose for Object-Centric Scene Inference and Generation in 3D Yizhe Wu Oiwi Parker Jones Ingmar Posner OCL BDL 10 2 0 07 Jun 2022
MS-RNN: A Flexible Multi-Scale Framework for Spatiotemporal Predictive Learning Zhifeng Ma Hao Zhang Jie Liu HAI AI4CE 23 12 0 07 Jun 2022
Learning with Capsules: A Survey Fabio De Sousa Ribeiro Kevin Duarte Miles Everett Georgios Leontidis M. Shah 3DPC MedIm 18 19 0 06 Jun 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos Gautam Singh Yi-Fu Wu Sungjin Ahn OCL 33 113 0 27 May 2022
Iso-Dream: Isolating and Leveraging Noncontrollable Visual Dynamics in World Models Minting Pan Xiangming Zhu Yunbo Wang Xiaokang Yang 16 39 0 27 May 2022
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax Bruno Sauvalle A. de La Fortelle 3DPC 44 12 0 26 May 2022
Inductive Biases for Object-Centric Representations in the Presence of Complex Textures Samuele Papa Ole Winther Andrea Dittadi OCL 16 14 0 18 Apr 2022
Test-time Adaptation with Slot-Centric Models Mihir Prabhudesai Anirudh Goyal S. Paul Sjoerd van Steenkiste Mehdi S. M. Sajjadi Gaurav Aggarwal Thomas Kipf Deepak Pathak Katerina Fragkiadaki TTA 11 8 0 21 Mar 2022