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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 36 / No. 1: AAAI-22 Technical Tracks 1

Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing

February 1, 2023

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Authors

Chenchen Jing

Beijing Institute of Technology


Yunde Jia

Beijing Institute of Technology


Yuwei Wu

Beijing Institute of Technology


Chuanhao Li

Beijing Institute of Technology


Qi Wu

University of Adelaide


DOI:

10.1609/aaai.v36i1.19997


Abstract:

Reasoning is a dynamic process. In cognitive theories, the dynamics of reasoning refers to reasoning states over time after successive state transitions. Modeling the cognitive dynamics is of utmost importance to simulate human reasoning capability. In this paper, we propose to learn the reasoning dynamics of visual relational reasoning by casting it as a path routing task. We present a reinforced path routing method that represents an input image via a structured visual graph and introduces a reinforcement learning based model to explore paths (sequences of nodes) over the graph based on an input sentence to infer reasoning results. By exploring such paths, the proposed method represents reasoning states clearly and characterizes state transitions explicitly to fully model the reasoning dynamics for accurate and transparent visual relational reasoning. Extensive experiments on referring expression comprehension and visual question answering demonstrate the effectiveness of our method.

Topics: AAAI

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HOW TO CITE:

Chenchen Jing||Yunde Jia||Yuwei Wu||Chuanhao Li||Qi Wu Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing Proceedings of the AAAI Conference on Artificial Intelligence (2022) 1122-1130.

Chenchen Jing||Yunde Jia||Yuwei Wu||Chuanhao Li||Qi Wu Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing AAAI 2022, 1122-1130.

Chenchen Jing||Yunde Jia||Yuwei Wu||Chuanhao Li||Qi Wu (2022). Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing. Proceedings of the AAAI Conference on Artificial Intelligence, 1122-1130.

Chenchen Jing||Yunde Jia||Yuwei Wu||Chuanhao Li||Qi Wu. Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing. Proceedings of the AAAI Conference on Artificial Intelligence 2022 p.1122-1130.

Chenchen Jing||Yunde Jia||Yuwei Wu||Chuanhao Li||Qi Wu. 2022. Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing. "Proceedings of the AAAI Conference on Artificial Intelligence". 1122-1130.

Chenchen Jing||Yunde Jia||Yuwei Wu||Chuanhao Li||Qi Wu. (2022) "Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing", Proceedings of the AAAI Conference on Artificial Intelligence, p.1122-1130

Chenchen Jing||Yunde Jia||Yuwei Wu||Chuanhao Li||Qi Wu, "Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing", AAAI, p.1122-1130, 2022.

Chenchen Jing||Yunde Jia||Yuwei Wu||Chuanhao Li||Qi Wu. "Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing". Proceedings of the AAAI Conference on Artificial Intelligence, 2022, p.1122-1130.

Chenchen Jing||Yunde Jia||Yuwei Wu||Chuanhao Li||Qi Wu. "Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing". Proceedings of the AAAI Conference on Artificial Intelligence, (2022): 1122-1130.

Chenchen Jing||Yunde Jia||Yuwei Wu||Chuanhao Li||Qi Wu. Learning the Dynamics of Visual Relational Reasoning via Reinforced Path Routing. AAAI[Internet]. 2022[cited 2023]; 1122-1130.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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