Abstract Diagrammatic Reasoning with Multiplex Graph Networks

19 June 2020

Papers citing "Abstract Diagrammatic Reasoning with Multiplex Graph Networks"

43 / 43 papers shown

Title
Learning Visual Abstract Reasoning through Dual-Stream NetworksAAAI Conference on Artificial Intelligence (AAAI), 2024 Kai Zhao Chang Xu Bailu Si 255 8 0 29 Nov 2024
A Unified View of Abstract Visual Reasoning Problems Mikołaj Małkiński Jacek Mańdziuk 94 0 0 16 Jun 2024
ViTCN: Vision Transformer Contrastive Network For Reasoning Bo Song Yuanhao Xu Yichao Wu LRM 110 8 0 15 Mar 2024
Simple Multigraph Convolution NetworksThe Web Conference (WWW), 2024 Danyang Wu Xinjie Shen Jitao Lu Jin Xu Feiping Nie 65 0 0 08 Mar 2024
Slot Abstractors: Toward Scalable Abstract Visual Reasoning S. S. Mondal Jonathan D. Cohen Taylor W. Webb OCL 143 9 0 06 Mar 2024
Towards Generative Abstract Reasoning: Completing Raven's Progressive Matrix via Rule Abstraction and Selection Fan Shi Bin Li Xiangyang Xue ReLM LRM 142 5 0 18 Jan 2024
One Self-Configurable Model to Solve Many Abstract Visual Reasoning ProblemsAAAI Conference on Artificial Intelligence (AAAI), 2023 Mikolaj Malkiñski Jacek Mańdziuk 121 8 0 15 Dec 2023
A Cognitively-Inspired Neural Architecture for Visual Abstract Reasoning Using Contrastive Perceptual and Conceptual Processing Yu’an Yang Deepayan Sanyal James Ainooson Joel Michelson Effat Farhana M. Kunda 238 6 0 19 Sep 2023
Abstracting Concept-Changing Rules for Solving Raven's Progressive Matrix Problems Fan Shi Bin Li Xiangyang Xue LRM 127 11 0 15 Jul 2023
Learning to reason over visual objectsInternational Conference on Learning Representations (ICLR), 2023 S. S. Mondal Taylor Webb Jonathan D. Cohen OCL 209 33 0 03 Mar 2023
Deep Non-Monotonic Reasoning for Visual Abstract Reasoning Tasks Yu’an Yang Deepayan Sanyal Joel Michelson James Ainooson M. Kunda 170 0 0 08 Feb 2023
DDeMON: Ontology-based function prediction by Deep Learning from Dynamic Multiplex Networks Jan Kralj Blaž Škrlj Živa Ramšak Nada Lavrac K. Gruden 53 1 0 08 Feb 2023
State of the Art and Potentialities of Graph-level LearningACM Computing Surveys (ACM Comput. Surv.), 2023 Zhenyu Yang Ge Zhang Hongzhi Zhang Jian Yang Quan.Z Sheng ... Charu C. Aggarwal Hao Peng Wenbin Hu Edwin R. Hancock Pietro Lio GNN AI4CE 189 22 0 14 Jan 2023
Convolutional Learning on MultigraphsIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2022 Landon Butler Alejandro Parada-Mayorga Alejandro Ribeiro SSL GNN 168 13 0 23 Sep 2022
SAViR-T: Spatially Attentive Visual Reasoning with Transformers Pritish Sahu Kalliopi Basioti Vladimir Pavlovic LRM 129 17 0 18 Jun 2022
Interactive Visual Reasoning under UncertaintyNeural Information Processing Systems (NeurIPS), 2022 Manjie Xu Guangyuan Jiang Wei Liang Song-Chun Zhu Yixin Zhu LRM 203 8 0 18 Jun 2022
Efficient and Accurate Physics-aware Multiplex Graph Neural Networks for 3D Small Molecules and Macromolecule Complexes Shuo-feng Zhang Yang Liu Lei Xie GNN AI4CE 123 12 0 06 Jun 2022
Effective Abstract Reasoning with Dual-Contrast NetworkInternational Conference on Learning Representations (ICLR), 2022 Tao Zhuo Mohan S. Kankanhalli 118 46 0 27 May 2022
A Review of Emerging Research Directions in Abstract Visual ReasoningInformation Fusion (Inf. Fusion), 2022 Mikolaj Malkiñski Jacek Mańdziuk 159 45 0 21 Feb 2022
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive MatricesACM Computing Surveys (ACM CSUR), 2022 Mikolaj Malkiñski Jacek Mańdziuk 347 52 0 28 Jan 2022
Learning Algebraic Representation for Systematic Generalization in Abstract Reasoning Fangqiu Yi Sirui Xie Baoxiong Jia Ying Nian Wu Song-Chun Zhu Yixin Zhu 214 44 0 25 Nov 2021
Two-stage Rule-induction Visual Reasoning on RPMs with an Application to Video Prediction Wentao He Jianfeng Ren Ruibin Bai Xudong Jiang LRM 187 8 0 24 Nov 2021
Dynamic Inference with Neural Interpreters Nasim Rahaman Muhammad Waleed Gondal S. Joshi Peter V. Gehler Yoshua Bengio Francesco Locatello Bernhard Schölkopf 199 31 0 12 Oct 2021
Unsupervised Abstract Reasoning for Raven's Problem Matrices Tao Zhuo Qian Huang Mohan S. Kankanhalli LRM 253 25 0 21 Sep 2021
X-GOAL: Multiplex Heterogeneous Graph Prototypical Contrastive LearningInternational Conference on Information and Knowledge Management (CIKM), 2021 Baoyu Jing Shengyu Feng Yuejia Xiang Xi Chen Yu Chen Hanghang Tong 313 29 0 08 Sep 2021
TabGNN: Multiplex Graph Neural Network for Tabular Data Prediction Xiawei Guo Yuhan Quan Huan Zhao Quanming Yao Yong Li Wei-Wei Tu 78 28 0 20 Aug 2021
Abstract Reasoning via Logic-guided Generation Sihyun Yu Sangwoo Mo SungSoo Ahn Jinwoo Shin 122 7 0 22 Jul 2021
ACRE: Abstract Causal REasoning Beyond CovariationComputer Vision and Pattern Recognition (CVPR), 2021 Fangqiu Yi Baoxiong Jia Mark Edmonds Song-Chun Zhu Yixin Zhu CML 168 54 0 26 Mar 2021
Abstract Spatial-Temporal Reasoning via Probabilistic Abduction and ExecutionComputer Vision and Pattern Recognition (CVPR), 2021 Fangqiu Yi Baoxiong Jia Song-Chun Zhu Yixin Zhu 181 79 0 26 Mar 2021
Selective Replay Enhances Learning in Online Continual Analogical Reasoning Tyler L. Hayes Christopher Kanan CLL 123 22 0 06 Mar 2021
KANDINSKYPatterns -- An experimental exploration environment for Pattern Analysis and Machine Intelligence Andreas Holzinger Anna Saranti Heimo Mueller 150 11 0 28 Feb 2021
Boost then Convolve: Gradient Boosting Meets Graph Neural NetworksInternational Conference on Learning Representations (ICLR), 2021 Sergei Ivanov Liudmila Prokhorenkova AI4CE 168 57 0 21 Jan 2021
A Memory-Augmented Neural Network Model of Abstract Rule Learning I. Sinha Taylor Webb Jonathan Cohen 111 5 0 13 Dec 2020
Multi-Label Contrastive Learning for Abstract Visual ReasoningIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020 Mikolaj Malkiñski Jacek Mańdziuk 123 44 0 03 Dec 2020
Molecular Mechanics-Driven Graph Neural Network with Multiplex Graph for Molecular Structures Shuo-feng Zhang Yang Liu Lei Xie GNN 124 65 0 15 Nov 2020
Pairwise Relations Discriminator for Unsupervised Raven's Progressive Matrices Nicholas Quek Wei Kiat Duo Wang M. Jamnik 149 6 0 02 Nov 2020
Analogical and Relational Reasoning with Spiking Neural Networks Rollin M. Omari R. McKay Tom Gedeon GNN 78 0 0 14 Oct 2020
CURI: A Benchmark for Productive Concept Learning Under Uncertainty Ramakrishna Vedantam Arthur Szlam Maximilian Nickel Ari S. Morcos Brenden M. Lake UQLM LRM 96 30 0 06 Oct 2020
Scale-Localized Abstract ReasoningComputer Vision and Pattern Recognition (CVPR), 2020 Yaniv Benny Niv Pekar Lior Wolf 134 71 0 20 Sep 2020
Multi-Granularity Modularized Network for Abstract Visual Reasoning Xiangru Tang Haoyuan Wang Xiang Pan Jiyang Qi 86 1 0 09 Jul 2020
The Scattering Compositional Learner: Discovering Objects, Attributes, Relationships in Analogical Reasoning Yuhuai Wu Honghua Dong Roger C. Grosse Jimmy Ba CoGe 122 73 0 08 Jul 2020
Extrapolatable Relational Reasoning With Comparators in Low-Dimensional Manifolds Duo Wang M. Jamnik Pietro Lio OOD 124 1 0 15 Jun 2020
Stratified Rule-Aware Network for Abstract Visual ReasoningAAAI Conference on Artificial Intelligence (AAAI), 2020 Sheng Hu Yuqing Ma Xianglong Liu Yanlu Wei Shihao Bai 128 118 0 17 Feb 2020