Visual Reasoning in Object-Centric Deep Neural Networks: A Comparative Cognition Approach

20 February 2024

Papers citing "Visual Reasoning in Object-Centric Deep Neural Networks: A Comparative Cognition Approach"

14 / 14 papers shown

Title
Neither hype nor gloom do DNNs justice Gaurav Malhotra Christian Tsvetkov B. D. Evans 74 123 0 08 Dec 2023
Deep Neural Networks Can Learn Generalizable Same-Different Visual Relations Alexa R. Tartaglini Sheridan Feucht Michael A. Lepori Wai Keen Vong Charles Lovering Brenden M. Lake Ellie Pavlick ViT OOD 57 4 0 14 Oct 2023
Contrastive Training of Complex-Valued Autoencoders for Object Discovery Aleksandar Stanić Anand Gopalakrishnan Kazuki Irie Jürgen Schmidhuber OCL 85 15 0 24 May 2023
Emergent Analogical Reasoning in Large Language Models Taylor Webb K. Holyoak Hongjing Lu ReLM ELM LRM AI4CE 110 314 0 19 Dec 2022
On Neural Architecture Inductive Biases for Relational Tasks Giancarlo Kerg Sarthak Mittal David Rolnick Yoshua Bengio Blake A. Richards Guillaume Lajoie OOD 99 25 0 09 Jun 2022
Recurrent Vision Transformer for Solving Visual Reasoning Problems Nicola Messina Giuseppe Amato F. Carrara Claudio Gennaro Fabrizio Falchi ViT LRM 42 11 0 29 Nov 2021
Generalization and Robustness Implications in Object-Centric Learning Andrea Dittadi Samuele Papa Michele De Vita Bernhard Schölkopf Ole Winther Francesco Locatello OCL OOD 77 77 0 01 Jul 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 732 6,135 0 29 Apr 2021
Solving the Same-Different Task with Convolutional Neural Networks Nicola Messina Giuseppe Amato F. Carrara Claudio Gennaro Fabrizio Falchi AIMat OOD SSL UQCV 62 17 0 22 Jan 2021
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 306 266 0 09 Dec 2020
Object-Centric Learning with Slot Attention Francesco Locatello Dirk Weissenborn Thomas Unterthiner Aravindh Mahendran G. Heigold Jakob Uszkoreit Alexey Dosovitskiy Thomas Kipf OCL 225 859 0 26 Jun 2020
Contrastive Learning of Structured World Models Thomas Kipf Elise van der Pol Max Welling OCL DRL 99 285 0 27 Nov 2019
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 189 1,615 0 05 Jun 2017
Axiomatic Attribution for Deep Networks Mukund Sundararajan Ankur Taly Qiqi Yan OOD FAtt 193 6,027 0 04 Mar 2017