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Complex Query Answering

This task is concerned with answering complex queries over incomplete knowledge graphs. In the most simple case, the task is reduced to link prediction: a 1-hop query for predicting the existence of an edge between a pair of nodes. Complex queries are concerned with other structures between nodes, such as 2-hop and 3-paths, and intersecting paths with intermediate variables.

Papers

Showing 2130 of 33 papers

TitleStatusHype
Inductive Logical Query Answering in Knowledge GraphsCode0
Neural-Symbolic Entangled Framework for Complex Query Answering0
Neural-Symbolic Models for Logical Queries on Knowledge GraphsCode1
Query2Particles: Knowledge Graph Reasoning with Particle EmbeddingsCode1
Knowledge Graph Papers @ ICLR 20210
QubitE: Qubit Embedding for Knowledge Graph CompletionCode0
Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge GraphsCode1
Logic Embeddings for Complex Query AnsweringCode1
Approximate Knowledge Graph Query Answering: From Ranking to Binary Classification0
Complex Query Answering with Neural Link PredictorsCode1
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