On the Binding Problem in Artificial Neural Networks

9 December 2020

Klaus Greff

Sjoerd van Steenkiste

Jürgen Schmidhuber

OCL

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Papers citing "On the Binding Problem in Artificial Neural Networks"

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Title
Object-Centric Representations Improve Policy Generalization in Robot Manipulation Alexandre Chapin Bruno Machado Emmanuel Dellandrea Liming Chen OCL 127 0 0 16 May 2025
CTRL-O: Language-Controllable Object-Centric Visual Representation Learning Aniket Didolkar Andrii Zadaianchuk Rabiul Awal Maximilian Seitzer E. Gavves Aishwarya Agrawal OCL VLM 164 3 0 27 Mar 2025
Object-Centric Image to Video Generation with Language Guidance Angel Villar-Corrales Gjergj Plepi Sven Behnke DiffM VGen OCL 235 1 0 17 Feb 2025
Dynamic Scene Understanding through Object-Centric Voxelization and Neural Rendering Yanpeng Zhao Yiwei Hao Siyu Gao Yunbo Wang Xiaokang Yang OCL 231 1 0 17 Feb 2025
PlaySlot: Learning Inverse Latent Dynamics for Controllable Object-Centric Video Prediction and Planning Angel Villar-Corrales Sven Behnke 198 4 0 11 Feb 2025
Slot-BERT: Self-supervised Object Discovery in Surgical Video Guiqiu Liao M. Jogan Marcel Hussing Kenta Nakahashi Kazuhiro Yasufuku Amin Madani Eric Eaton Daniel A. Hashimoto 419 0 0 21 Jan 2025
Object-centric proto-symbolic behavioural reasoning from pixels R. S. V. Bergen Justus F. Hübotter Pablo Lanillos LM&Ro OCL 161 1 0 26 Nov 2024
Understanding the Limits of Vision Language Models Through the Lens of the Binding Problem Declan Campbell Sunayana Rane Tyler Giallanza Nicolò De Sabbata Kia Ghods ... Alexander Ku Steven M. Frankland Thomas Griffiths Jonathan D. Cohen Taylor W. Webb 93 16 0 31 Oct 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 504 1 0 28 Oct 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 104 1 0 02 Feb 2024
StructRe: Rewriting for Structured Shape Modeling Jiepeng Wang Hao Pan Yang Liu Xin Tong Taku Komura Wenping Wang 78 1 0 29 Nov 2023
Associative Transformer Yuwei Sun H. Ochiai Zhirong Wu Stephen Lin Ryota Kanai ViT 94 0 0 22 Sep 2023
Learning Object-Centric Representations of Multi-Object Scenes from Multiple Views Nanbo Li Cian Eastwood Robert B. Fisher OCL 88 54 0 13 Nov 2021
Unsupervised Object Keypoint Learning using Local Spatial Predictability Anand Gopalakrishnan Sjoerd van Steenkiste Jürgen Schmidhuber SSL 52 21 0 25 Nov 2020
GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields Michael Niemeyer Andreas Geiger OCL 154 962 0 24 Nov 2020
Generative Neurosymbolic Machines Jindong Jiang Sungjin Ahn BDL OCL 285 69 0 23 Oct 2020
Hierarchical Relational Inference Aleksandar Stanić Sjoerd van Steenkiste Jürgen Schmidhuber OCL 53 15 0 07 Oct 2020
Are Neural Nets Modular? Inspecting Functional Modularity Through Differentiable Weight Masks Róbert Csordás Sjoerd van Steenkiste Jürgen Schmidhuber 91 95 0 05 Oct 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 60 54 0 02 Jul 2020
Object-Centric Learning with Slot Attention Francesco Locatello Dirk Weissenborn Thomas Unterthiner Aravindh Mahendran G. Heigold Jakob Uszkoreit Alexey Dosovitskiy Thomas Kipf OCL 222 849 0 26 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 91 79 0 22 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 795 42,055 0 28 May 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 415 13,048 0 26 May 2020
Visual Grounding of Learned Physical Models Yunzhu Li Toru Lin Kexin Yi Daniel M. Bear Daniel L. K. Yamins Jiajun Wu J. Tenenbaum Antonio Torralba OOD OCL AI4CE PINN 70 81 0 28 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 49 51 0 27 Apr 2020
Learning to Manipulate Individual Objects in an Image Yanchao Yang Yutong Chen Stefano Soatto OCL 85 38 0 11 Apr 2020
Investigating Simple Object Representations in Model-Free Deep Reinforcement Learning Guy Davidson Brenden M. Lake OCL OffRL 31 10 0 16 Feb 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 162 250 0 08 Jan 2020
Measuring Compositional Generalization: A Comprehensive Method on Realistic Data Daniel Keysers Nathanael Scharli Nathan Scales Hylke Buisman Daniel Furrer ... Tibor Tihon Dmitry Tsarkov Tianlin Li Marc van Zee Olivier Bousquet CoGe 68 353 0 20 Dec 2019
Dota 2 with Large Scale Deep Reinforcement Learning OpenAI OpenAI : Christopher Berner Greg Brockman Brooke Chan ... Szymon Sidor Ilya Sutskever Jie Tang Filip Wolski Susan Zhang GNN VLM CLL AI4CE LRM 169 1,824 0 13 Dec 2019
Towards Robust Image Classification Using Sequential Attention Models Daniel Zoran Mike Chrzanowski Po-Sen Huang Sven Gowal Alex Mott Pushmeet Kohli AAML 53 61 0 04 Dec 2019
Deep Learning for Symbolic Mathematics Guillaume Lample François Charton 3DGS 105 413 0 02 Dec 2019
Contrastive Learning of Structured World Models Thomas Kipf Elise van der Pol Max Welling OCL DRL 74 284 0 27 Nov 2019
Causality for Machine Learning Bernhard Schölkopf CML AI4CE LRM 96 463 0 24 Nov 2019
Enhancing the Transformer with Explicit Relational Encoding for Math Problem Solving Imanol Schlag P. Smolensky Roland Fernandez Nebojsa Jojic Jürgen Schmidhuber Jianfeng Gao 73 52 0 15 Oct 2019
SCALOR: Generative World Models with Scalable Object Representations Jindong Jiang Sepehr Janghorbani Gerard de Melo Sungjin Ahn OCL DRL 88 133 0 06 Oct 2019
Efficient Graph Generation with Graph Recurrent Attention Networks Renjie Liao Yujia Li Yang Song Shenlong Wang C. Nash William L. Hamilton David Duvenaud R. Urtasun R. Zemel GNN 136 335 0 02 Oct 2019
Environmental drivers of systematicity and generalization in a situated agent Felix Hill Andrew Kyle Lampinen R. Schneider S. Clark M. Botvinick James L. McClelland Adam Santoro OOD 88 107 0 01 Oct 2019
Recurrent Independent Mechanisms Anirudh Goyal Alex Lamb Jordan Hoffmann Shagun Sodhani Sergey Levine Yoshua Bengio Bernhard Schölkopf 89 337 0 24 Sep 2019
Compositionality decomposed: how do neural networks generalise? Dieuwke Hupkes Verna Dankers Mathijs Mul Elia Bruni CoGe 147 336 0 22 Aug 2019
GENESIS: Generative Scene Inference and Sampling with Object-Centric Latent Representations Martin Engelcke Adam R. Kosiorek Oiwi Parker Jones Ingmar Posner OCL 119 307 0 30 Jul 2019
FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation Xiang Li Tianhan Wei Yau Pun Chen Yu-Wing Tai Chi-Keung Tang VLM 78 248 0 29 Jul 2019
Information-Bottleneck Approach to Salient Region Discovery A. Zhmoginov Ian S. Fischer Mark Sandler 38 19 0 22 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 89 12 0 12 Jul 2019
Unsupervised Learning of Object Keypoints for Perception and Control Tejas D. Kulkarni Ankush Gupta Catalin Ionescu Sebastian Borgeaud Malcolm Reynolds Andrew Zisserman Volodymyr Mnih SSL OCL 53 196 0 19 Jun 2019
Unsupervised Learning of Object Structure and Dynamics from Videos Matthias Minderer Chen Sun Ruben Villegas Forrester Cole Kevin Patrick Murphy Honglak Lee 85 150 0 19 Jun 2019
Stacked Capsule Autoencoders Adam R. Kosiorek S. Sabour Yee Whye Teh Geoffrey E. Hinton OCL 48 262 0 17 Jun 2019
Convolutional Bipartite Attractor Networks Michael L. Iuzzolino Y. Singer Michael C. Mozer 46 8 0 08 Jun 2019
Towards Interpretable Reinforcement Learning Using Attention Augmented Agents Alex Mott Daniel Zoran Mike Chrzanowski Daan Wierstra Danilo Jimenez Rezende 61 190 0 06 Jun 2019
A Perspective on Objects and Systematic Generalization in Model-Based RL Sjoerd van Steenkiste Klaus Greff Jürgen Schmidhuber OCL OffRL 61 31 0 03 Jun 2019