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Bibliographic Details
Main Authors:	Ma, Li, Han, Haoyu, Li, Juanhui, Shomer, Harry, Liu, Hui, Gao, Xiaofeng, Tang, Jiliang
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2402.08583
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Towards Understanding Link Predictor Generalizability Under Distribution Shifts
by: Revolinsky, Jay, et al.
Published: (2024)

Node-wise Filtering in Graph Neural Networks: A Mixture of Experts Approach
by: Han, Haoyu, et al.
Published: (2024)

Subgraph Generation for Generalizing on Out-of-Distribution Links
by: Revolinsky, Jay, et al.
Published: (2025)

Are Expressive Encoders Necessary for Discrete Graph Generation?
by: Revolinsky, Jay, et al.
Published: (2026)

Towards Better Benchmark Datasets for Inductive Knowledge Graph Completion
by: Shomer, Harry, et al.
Published: (2024)

Higher-order Structure Boosts Link Prediction on Temporal Graphs
by: Liu, Jingzhe, et al.
Published: (2025)

Sub-graph Based Diffusion Model for Link Prediction
by: Li, Hang, et al.
Published: (2024)

Enhancing ID and Text Fusion via Alternative Training in Session-based Recommendation
by: Li, Juanhui, et al.
Published: (2024)

Revisiting Link Prediction: A Data Perspective
by: Mao, Haitao, et al.
Published: (2023)

A Scalable Pretraining Framework for Link Prediction with Efficient Adaptation
by: Song, Yu, et al.
Published: (2025)

Unveiling Mode Connectivity in Graph Neural Networks
by: Li, Bingheng, et al.
Published: (2025)

Empowering GraphRAG with Knowledge Filtering and Integration
by: Guo, Kai, et al.
Published: (2025)

Automated Label Placement on Maps via Large Language Models
by: Shomer, Harry, et al.
Published: (2025)

Reasoning by Exploration: A Unified Approach to Retrieval and Generation over Graphs
by: Han, Haoyu, et al.
Published: (2025)

Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases
by: Lei, Yongjia, et al.
Published: (2025)

Retrieval-Augmented Generation with Graphs (GraphRAG)
by: Han, Haoyu, et al.
Published: (2024)

Label-free Node Classification on Graphs with Large Language Models (LLMS)
by: Chen, Zhikai, et al.
Published: (2023)

Beyond Static Retrieval: Opportunities and Pitfalls of Iterative Retrieval in GraphRAG
by: Guo, Kai, et al.
Published: (2025)

Graph-level Representation Learning with Joint-Embedding Predictive Architectures
by: Skenderi, Geri, et al.
Published: (2023)

Universal Link Predictor By In-Context Learning on Graphs
by: Dong, Kaiwen, et al.
Published: (2024)

Masked Graph Autoencoder with Non-discrete Bandwidths
by: Zhao, Ziwen, et al.
Published: (2024)

TFMLinker: Universal Link Predictor by Graph In-Context Learning with Tabular Foundation Models
by: Liao, Tianyin, et al.
Published: (2026)

Spectral-Aware Augmentation for Enhanced Graph Representation Learning
by: Yang, Kaiqi, et al.
Published: (2023)

RAG vs. GraphRAG: A Systematic Evaluation and Key Insights
by: Han, Haoyu, et al.
Published: (2025)

Text-space Graph Foundation Models: Comprehensive Benchmarks and New Insights
by: Chen, Zhikai, et al.
Published: (2024)

LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-Answering
by: Li, Harry, et al.
Published: (2024)

Towards the Effect of Examples on In-Context Learning: A Theoretical Case Study
by: He, Pengfei, et al.
Published: (2024)

Position: Graph Foundation Models are Already Here
by: Mao, Haitao, et al.
Published: (2024)

Towards Neural Scaling Laws on Graphs
by: Liu, Jingzhe, et al.
Published: (2024)

Mixture Data for Training Cannot Ensure Out-of-distribution Generalization
by: Zhang, Songming, et al.
Published: (2023)

A Comprehensive Survey on Trustworthy Graph Neural Networks: Privacy, Robustness, Fairness, and Explainability
by: Dai, Enyan, et al.
Published: (2022)

Memory Injection Attacks on LLM Agents via Query-Only Interaction
by: Dong, Shen, et al.
Published: (2025)

One Model for One Graph: A New Perspective for Pretraining with Cross-domain Graphs
by: Liu, Jingzhe, et al.
Published: (2024)

Exploring the Potential of Large Language Models (LLMs) in Learning on Graphs
by: Chen, Zhikai, et al.
Published: (2023)

A LLM-Powered Automatic Grading Framework with Human-Level Guidelines Optimization
by: Chu, Yucheng, et al.
Published: (2024)

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

Cross-Domain Graph Data Scaling: A Showcase with Diffusion Models
by: Tang, Wenzhuo, et al.
Published: (2024)

Graph Network Surrogate Model for Subsurface Flow Optimization
by: Tang, Haoyu, et al.
Published: (2023)

Structured Diffusion Models with Mixture of Gaussians as Prior Distribution
by: Jia, Nanshan, et al.
Published: (2024)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// 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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