Measuring abstract reasoning in neural networks

11 July 2018

Papers citing "Measuring abstract reasoning in neural networks"

50 / 65 papers shown

Title
NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Hanchen Yang Zishen Wan Ritik Raj Joongun Park Ziwei Li A. Samajdar A. Raychowdhury Tushar Krishna 26 0 0 27 Apr 2025
Evaluating Compositional Scene Understanding in Multimodal Generative Models Shuhao Fu Andrew Jun Lee Anna Wang Ida Momennejad Trevor Bihl Hongjing Lu Taylor Webb CoGe OCL 109 1 0 29 Mar 2025
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 L. Griffiths Jonathan D. Cohen Taylor W. Webb 42 13 0 31 Oct 2024
ARCLE: The Abstraction and Reasoning Corpus Learning Environment for Reinforcement Learning Hosung Lee Sejin Kim Seungpil Lee Sanha Hwang Jihwan Lee Byung-Jun Lee Sundong Kim LRM 37 8 0 30 Jul 2024
A-I-RAVEN and I-RAVEN-Mesh: Two New Benchmarks for Abstract Visual Reasoning Mikołaj Małkiński Jacek Mańdziuk 36 0 0 16 Jun 2024
Attention as a Hypernetwork Simon Schug Seijin Kobayashi Yassir Akram João Sacramento Razvan Pascanu GNN 37 3 0 09 Jun 2024
What's Left? Concept Grounding with Logic-Enhanced Foundation Models Joy Hsu Jiayuan Mao Joshua B. Tenenbaum Jiajun Wu VLM ReLM LRM 33 21 0 24 Oct 2023
The Expressive Power of Graph Neural Networks: A Survey Bingxue Zhang Changjun Fan Shixuan Liu Kuihua Huang Xiang Zhao Jin-Yu Huang Zhong Liu 40 19 0 16 Aug 2023
Abstracting Concept-Changing Rules for Solving Raven's Progressive Matrix Problems Fan Shi Bin Li Xiangyang Xue LRM 34 9 0 15 Jul 2023
Stability and Generalization of lp-Regularized Stochastic Learning for GCN Shiyu Liu Linsen Wei Shaogao Lv Ming Li MLT 25 0 0 20 May 2023
Abstract Visual Reasoning: An Algebraic Approach for Solving Raven's Progressive Matrices Jingyi Xu Tushar Vaidya Y. Blankenship Saket Chandra Zhangsheng Lai Kai Fong Ernest Chong 41 8 0 21 Mar 2023
Learning to reason over visual objects S. S. Mondal Taylor Webb Jonathan D. Cohen OCL 30 28 0 03 Mar 2023
Emergent Analogical Reasoning in Large Language Models Taylor Webb K. Holyoak Hongjing Lu ReLM ELM LRM AI4CE 38 291 0 19 Dec 2022
Disentangled Representation Learning Xin Wang Hong Chen Siao Tang Zihao Wu Wenwu Zhu DRL 35 78 0 21 Nov 2022
Multi-Viewpoint and Multi-Evaluation with Felicitous Inductive Bias Boost Machine Abstract Reasoning Ability Qinglai Wei Diancheng Chen Beiming Yuan 32 10 0 26 Oct 2022
Multimodal Analogical Reasoning over Knowledge Graphs Ningyu Zhang Lei Li Xiang Chen Xiaozhuan Liang Shumin Deng Huajun Chen 54 26 0 01 Oct 2022
On the visual analytic intelligence of neural networks Stanislaw Wo'zniak Hlynur Jónsson G. Cherubini A. Pantazi E. Eleftheriou 25 0 0 28 Sep 2022
FACT: Learning Governing Abstractions Behind Integer Sequences Peter Belcak Ard Kastrati Flavio Schenker Roger Wattenhofer 38 5 0 20 Sep 2022
Compositional Law Parsing with Latent Random Functions Fan Shi Bin Li Xiangyang Xue CoGe 21 4 0 15 Sep 2022
Evaluating Understanding on Conceptual Abstraction Benchmarks Victor Vikram Odouard Melanie Mitchell ELM 30 14 0 28 Jun 2022
Interactive Visual Reasoning under Uncertainty Manjie Xu Guangyuan Jiang Wei Liang Song-Chun Zhu Yixin Zhu LRM 47 5 0 18 Jun 2022
Symmetry as a Representation of Intuitive Geometry? Wangcheng Xu Snejana Shegheva Ashok K. Goel 21 1 0 04 Jun 2022
Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions Huaizu Jiang Xiaojian Ma Weili Nie Zhiding Yu Yuke Zhu Song-Chun Zhu Anima Anandkumar VLM 28 36 0 27 May 2022
Effective Abstract Reasoning with Dual-Contrast Network Tao Zhuo Mohan S. Kankanhalli 16 40 0 27 May 2022
Blackbird's language matrices (BLMs): a new benchmark to investigate disentangled generalisation in neural networks Paola Merlo A. An M. A. Rodriguez 28 9 0 22 May 2022
RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning Xiaojian Ma Weili Nie Zhiding Yu Huaizu Jiang Chaowei Xiao Yuke Zhu Song-Chun Zhu Anima Anandkumar ViT LRM 30 19 0 24 Apr 2022
Theory of Graph Neural Networks: Representation and Learning Stefanie Jegelka GNN AI4CE 33 68 0 16 Apr 2022
Abstraction for Deep Reinforcement Learning Murray Shanahan Melanie Mitchell OffRL 27 28 0 10 Feb 2022
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices Mikolaj Malkiñski Jacek Mańdziuk 120 41 0 28 Jan 2022
Automatic Item Generation of Figural Analogy Problems: A Review and Outlook Yu’an Yang Deepayan Sanyal Joel Michelson James Ainooson M. Kunda 25 5 0 20 Jan 2022
Building Human-like Communicative Intelligence: A Grounded Perspective M. Dubova 29 12 0 02 Jan 2022
OOD-GNN: Out-of-Distribution Generalized Graph Neural Network Haoyang Li Xin Wang Ziwei Zhang Wenwu Zhu OODD OOD 29 97 0 07 Dec 2021
Recurrent Vision Transformer for Solving Visual Reasoning Problems Nicola Messina Giuseppe Amato F. Carrara Claudio Gennaro Fabrizio Falchi ViT LRM 22 11 0 29 Nov 2021
Logical Activation Functions: Logit-space equivalents of Probabilistic Boolean Operators S. Lowe Robert C. Earle Jason dÉon Thomas Trappenberg Sageev Oore 23 1 0 22 Oct 2021
StructFormer: Learning Spatial Structure for Language-Guided Semantic Rearrangement of Novel Objects Weiyu Liu Chris Paxton Tucker Hermans D. Fox 35 91 0 19 Oct 2021
Dynamic Inference with Neural Interpreters Nasim Rahaman Muhammad Waleed Gondal S. Joshi Peter V. Gehler Yoshua Bengio Francesco Locatello Bernhard Schölkopf 34 31 0 12 Oct 2021
Predicting decision-making in the future: Human versus Machine H. Ryu Uijong Ju C. Wallraven 3DH 25 0 0 09 Oct 2021
Unsupervised Abstract Reasoning for Raven's Problem Matrices Tao Zhuo Qian Huang Mohan S. Kankanhalli LRM 113 22 0 21 Sep 2021
Pointer Value Retrieval: A new benchmark for understanding the limits of neural network generalization Chiyuan Zhang M. Raghu Jon M. Kleinberg Samy Bengio OOD 32 30 0 27 Jul 2021
Size-Invariant Graph Representations for Graph Classification Extrapolations Beatrice Bevilacqua Yangze Zhou Bruno Ribeiro OOD 35 108 0 08 Mar 2021
Selective Replay Enhances Learning in Online Continual Analogical Reasoning Tyler L. Hayes Christopher Kanan CLL 16 20 0 06 Mar 2021
HALMA: Humanlike Abstraction Learning Meets Affordance in Rapid Problem Solving Sirui Xie Xiaojian Ma Peiyu Yu Yixin Zhu Ying Nian Wu Song-Chun Zhu 42 20 0 22 Feb 2021
Differentiable sampling of molecular geometries with uncertainty-based adversarial attacks Daniel Schwalbe-Koda Aik Rui Tan Rafael Gómez-Bombarelli AAML 31 60 0 27 Jan 2021
Emergent Symbols through Binding in External Memory Taylor Webb I. Sinha Jonathan D. Cohen 67 64 0 29 Dec 2020
From Local Structures to Size Generalization in Graph Neural Networks Gilad Yehudai Ethan Fetaya E. Meirom Gal Chechik Haggai Maron GNN AI4CE 172 123 0 17 Oct 2020
Are Neural Nets Modular? Inspecting Functional Modularity Through Differentiable Weight Masks Róbert Csordás Sjoerd van Steenkiste Jürgen Schmidhuber 47 87 0 05 Oct 2020
Bongard-LOGO: A New Benchmark for Human-Level Concept Learning and Reasoning Weili Nie Zhiding Yu Lei Mao Ankit B. Patel Yuke Zhu Anima Anandkumar VLM LRM 10 75 0 02 Oct 2020
Scale-Localized Abstract Reasoning Yaniv Benny Niv Pekar Lior Wolf 28 60 0 20 Sep 2020
The Scattering Compositional Learner: Discovering Objects, Attributes, Relationships in Analogical Reasoning Yuhuai Wu Honghua Dong Roger C. Grosse Jimmy Ba CoGe 24 66 0 08 Jul 2020
A Study of Compositional Generalization in Neural Models Tim Klinger D. Adjodah Vincent Marois Joshua Joseph Matthew D Riemer Alex Pentland Murray Campbell CoGe NAI 30 12 0 16 Jun 2020