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Relational Reasoning

35 papers with code ยท Natural Language Processing

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Self-Attentive Associative Memory

10 Feb 2020

Heretofore, neural networks with external memory are restricted to single memory with lossy representations of memory interactions.

QUESTION ANSWERING RELATIONAL REASONING

A Survey on Knowledge Graphs: Representation, Acquisition and Applications

2 Feb 2020

In this survey, we provide a comprehensive review on knowledge graph covering overall research topics about 1) knowledge graph representation learning, 2) knowledge acquisition and completion, 3) temporal knowledge graph, and 4) knowledge-aware applications, and summarize recent breakthroughs and perspective directions to facilitate future research.

GRAPH REPRESENTATION LEARNING KNOWLEDGE GRAPH COMPLETION KNOWLEDGE GRAPH EMBEDDING RELATIONAL REASONING

Estimating Aggregate Properties In Relational Networks With Unobserved Data

16 Jan 2020

In this paper, we study the effectiveness of these approaches in estimating aggregate properties on networks with missing attributes.

RELATIONAL REASONING

Domain-Liftability of Relational Marginal Polytopes

15 Jan 2020

We study computational aspects of relational marginal polytopes which are statistical relational learning counterparts of marginal polytopes, well-known from probabilistic graphical models.

RELATIONAL REASONING

A logic-based relational learning approach to relation extraction: The OntoILPER system

13 Jan 2020

In this work, we present OntoILPER, a logic-based relational learning approach to Relation Extraction that uses Inductive Logic Programming for generating extraction models in the form of symbolic extraction rules.

RELATIONAL REASONING RELATION EXTRACTION

A Preliminary Approach for Learning Relational Policies for the Management of Critically Ill Children

13 Jan 2020

The increased use of electronic health records has made possible the automated extraction of medical policies from patient records to aid in the development of clinical decision support systems.

RELATIONAL REASONING

Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs

8 Jan 2020

Large-scale knowledge graphs (KGs) are shown to become more important in current information systems.

KNOWLEDGE GRAPH COMPLETION RELATIONAL REASONING ZERO-SHOT LEARNING

User Profiling Using Hinge-loss Markov Random Fields

5 Jan 2020

In this paper, we propose a mechanism to infer a variety of user characteristics, such as, age, gender and personality traits, which can then be compiled into a user profile.

RELATIONAL REASONING

Reasoning-Aware Graph Convolutional Network for Visual Question Answering

ICLR 2020

Relational reasoning methods based on graph networks are currently state-of-the-art models for Visual Question Answering (VQA) tasks involving real images.

QUESTION ANSWERING RELATIONAL REASONING VISUAL QUESTION ANSWERING VISUAL REASONING

An Explicitly Relational Neural Network Architecture

ICLR 2020

With a view to bridging the gap between deep learning and symbolic AI, we present a novel end-to-end neural network architecture that learns to form propositional representations with an explicitly relational structure from raw pixel data.

RELATIONAL REASONING