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Bibliographic Details
Main Authors:	Jian, Xiangru, Zhao, Xinjian, Pang, Wei, Ying, Chaolong, Wang, Yimu, Xu, Yaoyao, Yu, Tianshu
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2405.19600
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Graph Learning with Distributional Edge Layouts
by: Zhao, Xinjian, et al.
Published: (2024)

The Underappreciated Power of Vision Models for Graph Structural Understanding
by: Zhao, Xinjian, et al.
Published: (2025)

Boosting Graph Pooling with Persistent Homology
by: Ying, Chaolong, et al.
Published: (2024)

Boosting Protein Language Models with Negative Sample Mining
by: Xu, Yaoyao, et al.
Published: (2024)

Adversarial Curriculum Graph Contrastive Learning with Pair-wise Augmentation
by: Zhao, Xinjian, et al.
Published: (2024)

ReMAP: Neural Reparameterization for Scalable MAP Inference in Arbitrary-Order Markov Random Fields
by: Wang, Yaomin, et al.
Published: (2024)

Self-Supervised Graph Learning via Spectral Bootstrapping and Laplacian-Based Augmentations
by: Bini, Lorenzo, et al.
Published: (2025)

Rethinking The Uniformity Metric in Self-Supervised Learning
by: Fang, Xianghong, et al.
Published: (2024)

Self-Reinforced Graph Contrastive Learning
by: Hsieh, Chou-Ying, et al.
Published: (2025)

Subgraph Gaussian Embedding Contrast for Self-Supervised Graph Representation Learning
by: Xie, Shifeng, et al.
Published: (2025)

SA-GDA: Spectral Augmentation for Graph Domain Adaptation
by: Pang, Jinhui, et al.
Published: (2024)

FORGE: Fine-grained Multimodal Evaluation for Manufacturing Scenarios
by: Jian, Xiangru, et al.
Published: (2026)

W2SAT: Learning to generate SAT instances from Weighted Literal Incidence Graphs
by: Wen, Weihuang, et al.
Published: (2023)

Learning the Neighborhood: Contrast-Free Multimodal Self-Supervised Molecular Graph Pretraining
by: Ariguib, Boshra, et al.
Published: (2025)

Rethinking Dimensional Rationale in Graph Contrastive Learning from Causal Perspective
by: Ji, Qirui, et al.
Published: (2023)

Rethinking Graph Contrastive Learning through Relative Similarity Preservation
by: Ning, Zhiyuan, et al.
Published: (2025)

LAC: Graph Contrastive Learning with Learnable Augmentation in Continuous Space
by: Lin, Zhenyu, et al.
Published: (2024)

Self-Supervised Contrastive Learning for Long-term Forecasting
by: Park, Junwoo, et al.
Published: (2024)

Dual Perspectives on Non-Contrastive Self-Supervised Learning
by: Ponce, Jean, et al.
Published: (2025)

Scalable Graph Self-Supervised Learning
by: Pasand, Ali Saheb, et al.
Published: (2024)

Self-Supervised Prompt Optimization
by: Xiang, Jinyu, et al.
Published: (2025)

Learning to Model Graph Structural Information on MLPs via Graph Structure Self-Contrasting
by: Wu, Lirong, et al.
Published: (2024)

CellCLAT: Preserving Topology and Trimming Redundancy in Self-Supervised Cellular Contrastive Learning
by: Qin, Bin, et al.
Published: (2025)

Self-Supervised Spatial-Temporal Normality Learning for Time Series Anomaly Detection
by: Chen, Yutong, et al.
Published: (2024)

Graph Data Augmentation with Contrastive Learning on Covariate Distribution Shift
by: Zeng, Fanlong, et al.
Published: (2025)

CGCL: Collaborative Graph Contrastive Learning without Handcrafted Graph Data Augmentations
by: Zhang, Tianyu, et al.
Published: (2021)

Contrastive Self-Supervised Learning As Neural Manifold Packing
by: Zhang, Guanming, et al.
Published: (2025)

Self-Supervised Learning for Time Series: Contrastive or Generative?
by: Liu, Ziyu, et al.
Published: (2024)

Asymptotically Stable Quaternion-valued Hopfield-structured Neural Network with Periodic Projection-based Supervised Learning Rules
by: Wang, Tianwei, et al.
Published: (2025)

ASPECT: Node-Level Adaptive Spectral Fusion for Graph Contrastive Learning
by: Li, Zhuolong, et al.
Published: (2026)

Contrastive and Variational Approaches in Self-Supervised Learning for Complex Data Mining
by: Liang, Yingbin, et al.
Published: (2025)

SSPO: Self-traced Step-wise Preference Optimization for Process Supervision and Reasoning Compression
by: Xu, Yuyang, et al.
Published: (2025)

TAGA: Text-Attributed Graph Self-Supervised Learning by Synergizing Graph and Text Mutual Transformations
by: Zhang, Zheng, et al.
Published: (2024)

Contrastive Learning Is Spectral Clustering On Similarity Graph
by: Tan, Zhiquan, et al.
Published: (2023)

GSTBench: A Benchmark Study on the Transferability of Graph Self-Supervised Learning
by: Song, Yu, et al.
Published: (2025)

CAMBranch: Contrastive Learning with Augmented MILPs for Branching
by: Lin, Jiacheng, et al.
Published: (2024)

Exploring Correlations of Self-Supervised Tasks for Graphs
by: Fang, Taoran, et al.
Published: (2024)

Rethinking Spectral Graph Neural Networks with Spatially Adaptive Filtering
by: Guo, Jingwei, et al.
Published: (2024)

Do Neural Scaling Laws Exist on Graph Self-Supervised Learning?
by: Ma, Qian, et al.
Published: (2024)

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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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