Methods › Graphs › Graph Representation Learning › MEI
Multi-partition Embedding Interaction
MEI
Introduced by Hung Nghiep Tran et al. in Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
MEI introduces the multi-partition embedding interaction technique with block term tensor format to systematically address the efficiency--expressiveness trade-off in knowledge graph embedding. It divides the embedding vector into multiple partitions and learns the local interaction patterns from data instead of using fixed special patterns as in ComplEx or SimplE models. This enables MEI to achieve optimal efficiency--expressiveness trade-off, not just being fully expressive. Previous methods such as TuckER, RESCAL, DistMult, ComplEx, and SimplE are suboptimal restricted special cases of MEI.
Papers archive 2025-07-28
14 shown of 14, 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.
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Emission-Aware Operation of Electrical Energy Storage Systems 19 Jun 2025 · 0 repositories · arXiv:2506.16454
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Teaching LLMs Music Theory with In-Context Learning and Chain-of-Thought Prompting: Pedagogical Strategies for Machines 28 Mar 2025 · 1 repository · arXiv:2503.22853
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Knowledge Discovery in Optical Music Recognition: Enhancing Information Retrieval with Instance Segmentation 27 Aug 2024 · 0 repositories · arXiv:2408.15002
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Disentangled Noisy Correspondence Learning 10 Aug 2024 · 0 repositories · arXiv:2408.05503
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Mobile Edge Intelligence for Large Language Models: A Contemporary Survey 9 Jul 2024 · 0 repositories · arXiv:2407.18921
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Major Entity Identification: A Generalizable Alternative to Coreference Resolution 20 Jun 2024 · 1 repository · arXiv:2406.14654
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MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction 30 Sep 2022 · 4 repositories · arXiv:2209.15597Syntology ran 6 of 7 samples · 1 unverified · 7 pointer-only (licence)
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Convergence of Policy Gradient for Entropy Regularized MDPs with Neural Network Approximation in the Mean-Field Regime 18 Jan 2022 · 0 repositories · arXiv:2201.07296
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Transformer Embeddings of Irregularly Spaced Events and Their Participants 31 Dec 2021 · 2 repositories · arXiv:2201.00044
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DoReMi: First glance at a universal OMR dataset 16 Jul 2021 · 1 repository · arXiv:2107.07786
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SGD Distributional Dynamics of Three Layer Neural Networks 30 Dec 2020 · 0 repositories · arXiv:2012.15036
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Multi-Relational Embedding for Knowledge Graph Representation and Analysis 28 Sep 2020 · 4 repositories
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Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion 29 Jun 2020 · 2 repositories · arXiv:2006.16365
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Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective 27 Mar 2019 · 1 repository · arXiv:1903.11406
Tasks archive 2025-07-28
20 shown of 35 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
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
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