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Relational Reasoning

35 papers with code · Natural Language Processing

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Interaction Relational Network for Mutual Action Recognition

11 Oct 2019mauriciolp/inter-rel-net

In order to better represent the interaction, we define two different relationships, leading to specialized architectures and models for each.

RELATIONAL REASONING

1
11 Oct 2019

Compensating Supervision Incompleteness with Prior Knowledge in Semantic Image Interpretation

1 Oct 2019ivanDonadello/Visual-Relationship-Detection-LTN

This requires the detection of visual relationships: triples (subject, relation, object) describing a semantic relation between a subject and an object.

RELATIONAL REASONING TENSOR NETWORKS ZERO-SHOT LEARNING

7
01 Oct 2019

Relationships from Entity Stream

7 Sep 2019mdda/relationships-from-entity-stream

Relational reasoning is a central component of intelligent behavior, but has proven difficult for neural networks to learn.

RELATIONAL REASONING

5
07 Sep 2019

Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs

IJCNLP 2019 AnselCmy/MetaR

Link prediction is an important way to complete knowledge graphs (KGs), while embedding-based methods, effective for link prediction in KGs, perform poorly on relations that only have a few associative triples.

KNOWLEDGE GRAPHS LINK PREDICTION RELATIONAL REASONING

22
04 Sep 2019

Relation Network for Multi-label Aerial Image Classification

16 Jul 2019Hua-YS/AID-Multilabel-Dataset

Particularly, our network consists of three elemental modules: 1) a label-wise feature parcel learning module, 2) an attentional region extraction module, and 3) a label relational inference module.

IMAGE CLASSIFICATION MULTI-LABEL CLASSIFICATION RELATIONAL REASONING

3
16 Jul 2019

Cognitive Knowledge Graph Reasoning for One-shot Relational Learning

13 Jun 2019THUDM/CogKR

Inferring new facts from existing knowledge graphs (KG) with explainable reasoning processes is a significant problem and has received much attention recently.

KNOWLEDGE GRAPHS RELATIONAL REASONING

28
13 Jun 2019

WikiDataSets: Standardized sub-graphs from Wikidata

11 Jun 2019armand33/WikiDataSets

Developing new ideas and algorithms in the fields of graph processing and relational learning requires public datasets.

RELATIONAL REASONING

21
11 Jun 2019

GMNN: Graph Markov Neural Networks

15 May 2019DeepGraphLearning/GMNN

Statistical relational learning methods can effectively model the dependency of object labels through conditional random fields for collective classification, whereas graph neural networks learn effective object representations for classification through end-to-end training.

OBJECT CLASSIFICATION RELATIONAL REASONING REPRESENTATION LEARNING

202
15 May 2019

Neural Logic Machines

ICLR 2019 google/neural-logic-machines

We propose the Neural Logic Machine (NLM), a neural-symbolic architecture for both inductive learning and logic reasoning.

DECISION MAKING RELATIONAL REASONING

147
26 Apr 2019

Object-Oriented Dynamics Learning through Multi-Level Abstraction

16 Apr 2019mig-zh/OODP

We also design a spatial-temporal relational reasoning mechanism for MAOP to support instance-level dynamics learning and handle partial observability.

RELATIONAL REASONING

9
16 Apr 2019