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Main Authors:	Zheng, Wenjie, Wang, Wenxue, Zhao, Shu, Qian, Fulan
Format:	Preprint
Published:	2022
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2204.13704
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Hierarchical Position Embedding of Graphs with Landmarks and Clustering for Link Prediction
by: Kim, Minsang, et al.
Published: (2024)

A Geometry-Aware Algorithm to Learn Hierarchical Embeddings in Hyperbolic Space
by: Wang, Zhangyu, et al.
Published: (2024)

Low-Dimensional Federated Knowledge Graph Embedding via Knowledge Distillation
by: Zhang, Xiaoxiong, et al.
Published: (2024)

Automated Random Embedding for Practical Bayesian Optimization with Unknown Effective Dimension
by: Qian, Hong, et al.
Published: (2026)

HEEGNet: Hyperbolic Embeddings for EEG
by: Li, Shanglin, et al.
Published: (2026)

Low-distortion and GPU-compatible Tree Embeddings in Hyperbolic Space
by: van Spengler, Max, et al.
Published: (2025)

Hyperbolic Graph Embeddings: a Survey and an Evaluation on Anomaly Detection
by: Sadat, Souhail Abdelmouaiz, et al.
Published: (2025)

Context Pooling: Query-specific Graph Pooling for Generic Inductive Link Prediction in Knowledge Graphs
by: Su, Zhixiang, et al.
Published: (2025)

Rethinking Link Prediction for Directed Graphs
by: He, Mingguo, et al.
Published: (2025)

Croppable Knowledge Graph Embedding
by: Zhu, Yushan, et al.
Published: (2024)

From Wide to Deep: Dimension Lifting Network for Parameter-efficient Knowledge Graph Embedding
by: Cai, Borui, et al.
Published: (2023)

Conformalized Link Prediction on Graph Neural Networks
by: Zhao, Tianyi, et al.
Published: (2024)

Embedding Knowledge Graph in Function Spaces
by: Teyou, Louis Mozart Kamdem, et al.
Published: (2024)

Knowledge Graph Embedding by Normalizing Flows
by: Xiao, Changyi, et al.
Published: (2024)

Research on Adverse Drug Reaction Prediction Model Combining Knowledge Graph Embedding and Deep Learning
by: Li, Yufeng, et al.
Published: (2024)

On the Theoretical Limitations of Embedding-based Link Prediction
by: Badreddine, Samy, et al.
Published: (2025)

Evaluating the Predictive Features of Person-Centric Knowledge Graph Embeddings: Unfolding Ablation Studies
by: Theodoropoulos, Christos, et al.
Published: (2024)

Bridging Source and Target Domains via Link Prediction for Unsupervised Domain Adaptation on Graphs
by: Wang, Yilong, et al.
Published: (2025)

Untargeted Adversarial Attack on Knowledge Graph Embeddings
by: Zhao, Tianzhe, et al.
Published: (2024)

Embedding Knowledge Graphs in Degenerate Clifford Algebras
by: Teyou, Louis Mozart Kamdem, et al.
Published: (2024)

Metapath-based Hyperbolic Contrastive Learning for Heterogeneous Graph Embedding
by: Park, Jongmin, et al.
Published: (2025)

ReaLitE: Enrichment of Relation Embeddings in Knowledge Graphs using Numeric Literals
by: Klironomos, Antonis, et al.
Published: (2025)

RulE: Knowledge Graph Reasoning with Rule Embedding
by: Tang, Xiaojuan, et al.
Published: (2022)

Revisiting Catastrophic Forgetting in Continual Knowledge Graph Embedding
by: Pons, Gerard, et al.
Published: (2026)

SKGE: Spherical Knowledge Graph Embedding with Geometric Regularization
by: Quan, Xuan-Truong, et al.
Published: (2025)

OntoAligner Meets Knowledge Graph Embedding Aligners
by: Giglou, Hamed Babaei, et al.
Published: (2025)

Generalizing Knowledge Graph Embedding with Universal Orthogonal Parameterization
by: Li, Rui, et al.
Published: (2024)

Joint Embedding Learning of Educational Knowledge Graphs
by: Yao, Siyu, et al.
Published: (2019)

Structured Query Construction via Knowledge Graph Embedding
by: Wang, Ruijie, et al.
Published: (2019)

Heuristic Methods are Good Teachers to Distill MLPs for Graph Link Prediction
by: Qin, Zongyue, et al.
Published: (2025)

Counterfactual Reasoning with Knowledge Graph Embeddings
by: Zellinger, Lena, et al.
Published: (2024)

Learning to Denoise Biomedical Knowledge Graph for Robust Molecular Interaction Prediction
by: Ma, Tengfei, et al.
Published: (2023)

Minimizing Hyperbolic Embedding Distortion with LLM-Guided Hierarchy Restructuring
by: Ayoughi, Melika, et al.
Published: (2025)

Geometry-Aware Backdoor Attacks: Leveraging Curvature in Hyperbolic Embeddings
by: Baheri, Ali
Published: (2025)

Integrating Meta-Features with Knowledge Graph Embeddings for Meta-Learning
by: Klironomos, Antonis, et al.
Published: (2026)

Relations Are Channels: Knowledge Graph Embedding via Kraus Decompositions
by: Chaki, Sayan Kumar
Published: (2026)

On Large-scale Evaluation of Embedding Models for Knowledge Graph Completion
by: Shirvani-Mahdavi, Nasim, et al.
Published: (2025)

How to Turn Your Knowledge Graph Embeddings into Generative Models
by: Loconte, Lorenzo, et al.
Published: (2023)

Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks
by: Schwabe, Tim, et al.
Published: (2023)

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// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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