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Probabilistic Abduction for Visual Abstract Reasoning via Learning Rules
in Vector-symbolic Architectures

Probabilistic Abduction for Visual Abstract Reasoning via Learning Rules in Vector-symbolic Architectures

29 January 2024

Michael Hersche

Francesco di Stefano

Papers citing "Probabilistic Abduction for Visual Abstract Reasoning via Learning Rules in Vector-symbolic Architectures"

19 / 19 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 117 0 0 27 Apr 2025
Emergent Analogical Reasoning in Large Language Models Taylor Webb K. Holyoak Hongjing Lu ReLM ELM LRM AI4CE 99 309 0 19 Dec 2022
Evaluating the Impact of Model Scale for Compositional Generalization in Semantic Parsing Linlu Qiu Peter Shaw Panupong Pasupat Tianze Shi Jonathan Herzig Emily Pitler Fei Sha Kristina Toutanova AI4CE LRM 106 54 0 24 May 2022
Neurocompositional computing: From the Central Paradox of Cognition to a new generation of AI systems P. Smolensky R. Thomas McCoy Roland Fernandez Matthew A. Goldrick Jia-Hao Gao 92 63 0 02 May 2022
FALCON: Fast Visual Concept Learning by Integrating Images, Linguistic descriptions, and Conceptual Relations Lingjie Mei Jiayuan Mao Ziqi Wang Chuang Gan J. Tenenbaum VLM 78 22 0 30 Mar 2022
A Neuro-vector-symbolic Architecture for Solving Raven's Progressive Matrices Michael Hersche Mustafa Zeqiri Luca Benini Abu Sebastian Abbas Rahimi NAI 82 95 0 09 Mar 2022
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices Mikolaj Malkiñski Jacek Mańdziuk 176 43 0 28 Jan 2022
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part I: Models and Data Transformations Denis Kleyko D. Rachkovskij Evgeny Osipov Abbas Rahimi 133 123 0 11 Nov 2021
Techniques for Symbol Grounding with SATNet Sever Topan David Rolnick X. Si NAI 61 23 0 16 Jun 2021
Abstraction and Analogy-Making in Artificial Intelligence Melanie Mitchell 72 167 0 22 Feb 2021
Scale-Localized Abstract Reasoning Yaniv Benny Niv Pekar Lior Wolf 55 63 0 20 Sep 2020
Variable Binding for Sparse Distributed Representations: Theory and Applications E. P. Frady Denis Kleyko Friedrich T. Sommer 55 56 0 14 Sep 2020
The Scattering Compositional Learner: Discovering Objects, Attributes, Relationships in Analogical Reasoning Yuhuai Wu Honghua Dong Roger C. Grosse Jimmy Ba CoGe 67 68 0 08 Jul 2020
Stratified Rule-Aware Network for Abstract Visual Reasoning Sheng Hu Yuqing Ma Xianglong Liu Yanlu Wei Shihao Bai 50 106 0 17 Feb 2020
Enhancing the Transformer with Explicit Relational Encoding for Math Problem Solving Imanol Schlag P. Smolensky Roland Fernandez Nebojsa Jojic Jürgen Schmidhuber Jianfeng Gao 67 52 0 15 Oct 2019
CLEVRER: CoLlision Events for Video REpresentation and Reasoning Kexin Yi Yuta Saito Yunzhu Li Pushmeet Kohli Jiajun Wu Antonio Torralba J. Tenenbaum NAI 118 473 0 03 Oct 2019
The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision Jiayuan Mao Chuang Gan Pushmeet Kohli J. Tenenbaum Jiajun Wu NAI 134 698 0 26 Apr 2019
Learning to Reason with Third-Order Tensor Products Imanol Schlag Jürgen Schmidhuber NAI 53 64 0 29 Nov 2018
Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language Understanding Kexin Yi Jiajun Wu Chuang Gan Antonio Torralba Pushmeet Kohli J. Tenenbaum NAI 84 609 0 04 Oct 2018

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