Top 9 a simple neural network module for relational reasoning in 2022
Below are the best information and knowledge on the subject a simple neural network module for relational reasoning compiled and compiled by our own team evbn:
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1. A simple neural network module for relational reasoning | Proceedings of the 31st International Conference on Neural Information Processing Systems
Author: arxiv.org
Date Submitted: 10/17/2019 05:22 PM
Average star voting: 4 ⭐ ( 51477 reviews)
Summary:
Match with the search results: In this paper we describe how to use Relation Networks (RNs) as a simple plug-and-play module to solve problems that fundamentally hinge on ……. read more
2. GitHub – kimhc6028/relational-networks: Pytorch implementation of “A simple neural network module for relational reasoning” (Relational Networks)
Author: proceedings.neurips.cc
Date Submitted: 10/05/2021 08:10 PM
Average star voting: 4 ⭐ ( 36517 reviews)
Summary: Pytorch implementation of “A simple neural network module for relational reasoning” (Relational Networks) – GitHub – kimhc6028/relational-networks: Pytorch implementation of “A simple neural network module for relational reasoning” (Relational Networks)
Match with the search results: In this paper we describe how to use Relation Networks (RNs) as a simple plug-and-play module to solve problems that fundamentally hinge on relational reasoning ……. read more
3. [PDF] A simple neural network module for relational reasoning | Semantic Scholar
Author: papers.nips.cc
Date Submitted: 12/29/2021 03:17 AM
Average star voting: 5 ⭐ ( 28652 reviews)
Summary: This work shows how a deep learning architecture equipped with an RN module can implicitly discover and learn to reason about entities and their relations. Relational reasoning is a central component of generally intelligent behavior, but has proven difficult for neural networks to learn. In this paper we describe how to use Relation Networks (RNs) as a simple plug-and-play module to solve problems that fundamentally hinge on relational reasoning. We tested RN-augmented networks on three tasks: visual question answering using a challenging dataset called CLEVR, on which we achieve state-of-the-art, super-human performance; text-based question answering using the bAbI suite of tasks; and complex reasoning about dynamic physical systems. Then, using a curated dataset called Sort-of-CLEVR we show that powerful convolutional networks do not have a general capacity to solve relational questions, but can gain this capacity when augmented with RNs. Our work shows how a deep learning architecture equipped with an RN module can implicitly discover and learn to reason about entities and their relations.
Match with the search results: In this paper we describe how to use Relation Networks (RNs) as a simple plug-and-play module to solve problems that fundamentally hinge on relational reasoning ……. read more
![[PDF] A simple neural network module for relational reasoning | Semantic Scholar](https://www.semanticscholar.org/img/semantic_scholar_og.png)
4. A simple Neural Network Module for Relational Reasoning
Author: dl.acm.org
Date Submitted: 01/21/2020 04:32 PM
Average star voting: 5 ⭐ ( 40695 reviews)
Summary: Reading Notes
Match with the search results: In this paper we describe how to use Relation Networks (RNs) as a simple plug-and-play module to solve problems that fundamentally hinge on ……. read more
5. dblp: A simple neural network module for relational reasoning.
Author: github.com
Date Submitted: 05/17/2021 01:15 PM
Average star voting: 3 ⭐ ( 52214 reviews)
Summary: Bibliographic details on A simple neural network module for relational reasoning.
Match with the search results: Pytorch implementation of Relational Networks – A simple neural network module for relational reasoning. Implemented & tested on Sort-of-CLEVR task….. read more
6. A simple neural network module for relational reasoning
Author: www.semanticscholar.org
Date Submitted: 03/18/2019 11:42 AM
Average star voting: 4 ⭐ ( 92698 reviews)
Summary: This website is the home of Harsha Kokel. A Ph.D. student working with Prof. Sriraam Natarajan at The University of Texas at Dallas
Match with the search results: In this paper we describe how to use Relation Networks (RNs) as a simple plug-and-play module to solve problems that fundamentally hinge on relational ……. read more
7. A simple Neural Network Module for Relational Reasoning
Author: www.facebook.com
Date Submitted: 08/11/2021 10:08 PM
Average star voting: 4 ⭐ ( 66591 reviews)
Summary:
Match with the search results: Relation Networks and Sort-of-CLEVR in Tensorflow Paper: A Simple Neural Network Module for Relational Reasoning Code:……. read more
8. A simple neural network module for relational reasoning
Author: ameroyer.github.io
Date Submitted: 06/13/2019 02:35 AM
Average star voting: 3 ⭐ ( 91063 reviews)
Summary: Read this arXiv paper as a responsive web page with clickable citations.
Match with the search results: The authors propose a relation module to equip CNN architectures with notion of relational reasoning, particularly useful for tasks such as ……. read more
9. Research Code
Author: dblp.org
Date Submitted: 11/07/2019 04:43 AM
Average star voting: 5 ⭐ ( 45317 reviews)
Summary: Research Code for A simple neural network module for relational reasoning
Match with the search results: Bibliographic details on A simple neural network module for relational reasoning….. read more
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