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ComplEx with N3 Regularizer and Relation Prediction Objective

ComplEx-N3-RP

1 paper tagged archive 2025-07-28

Introduced by Yihong Chen et al. in Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

ComplEx model trained with a nuclear norm regularizer; A relation prediction objective is added on top of the commonly used 1vsAll objective.

Paper Source

Papers archive 2025-07-28

1 shown of 1, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations
6 Oct 2021 · 1 repository · arXiv:2110.02834

Tasks archive 2025-07-28

10 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Task	Papers
Graph Representation Learning	1
Knowledge Base Completion	1
Knowledge Graph Completion	1
Knowledge Graph Embedding	1
Knowledge Graph Embeddings	1
Link Prediction	1
Link Property Prediction	1
Relation	1
Relation Prediction	1
Relational Reasoning	1

Usage over time archive 2025-07-28

Papers per year the archive tags with this method, by the paper's archive date (1 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Graph Embeddings

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