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Bibliographic Details
Main Authors:	Wang, Yu, Rossi, Ryan A., Park, Namyong, Chen, Huiyuan, Ahmed, Nesreen K., Trivedi, Puja, Dernoncourt, Franck, Koutra, Danai, Derr, Tyler
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2406.05109
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GRAPHTEXTACK: A Realistic Black-Box Node Injection Attack on LLM-Enhanced GNNs
by: Ma, Jiaji, et al.
Published: (2025)

Accurate and Scalable Estimation of Epistemic Uncertainty for Graph Neural Networks
by: Trivedi, Puja, et al.
Published: (2024)

GLEMOS: Benchmark for Instantaneous Graph Learning Model Selection
by: Park, Namyong, et al.
Published: (2024)

A Graph Perspective to Probe Structural Patterns of Knowledge in Large Language Models
by: Sahu, Utkarsh, et al.
Published: (2025)

Tackling Size Generalization of Graph Neural Networks on Biological Data from a Spectral Perspective
by: Li, Gaotang, et al.
Published: (2023)

Towards Bridging Review Sparsity in Recommendation with Textual Edge Graph Representation
by: Wang, Leyao, et al.
Published: (2025)

Random Search Neural Networks for Efficient and Expressive Graph Learning
by: Ito, Michael, et al.
Published: (2025)

Personalized Graph-Based Retrieval for Large Language Models
by: Au, Steven, et al.
Published: (2025)

GRS-QA -- Graph Reasoning-Structured Question Answering Dataset
by: Pahilajani, Anish, et al.
Published: (2024)

Unveiling the Impact of Local Homophily on GNN Fairness: In-Depth Analysis and New Benchmarks
by: Loveland, Donald, et al.
Published: (2024)

Bias and Fairness in Large Language Models: A Survey
by: Gallegos, Isabel O., et al.
Published: (2023)

Understanding GNNs and Homophily in Dynamic Node Classification
by: Ito, Michael, et al.
Published: (2025)

Glance for Context: Learning When to Leverage LLMs for Node-Aware GNN-LLM Fusion
by: Loveland, Donald, et al.
Published: (2025)

Learning Laplacian Positional Encodings for Heterophilous Graphs
by: Ito, Michael, et al.
Published: (2025)

LinkGPT: Teaching Large Language Models To Predict Missing Links
by: He, Zhongmou, et al.
Published: (2024)

Segment Length Matters: A Study of Segment Lengths on Audio Fingerprinting Performance
by: Gong, Ziling, et al.
Published: (2026)

Forecasting Time Series with LLMs via Patch-Based Prompting and Decomposition
by: Bumb, Mayank, et al.
Published: (2025)

On the Impact of Feature Heterophily on Link Prediction with Graph Neural Networks
by: Zhu, Jiong, et al.
Published: (2024)

Multimodal Music Recommendation System using LLMs
by: Kandagatla, Srikar Prabhas, et al.
Published: (2026)

Efficient Model Selection for Time Series Forecasting via LLMs
by: Wei, Wang, et al.
Published: (2025)

On the Role of Weight Decay in Collaborative Filtering: A Popularity Perspective
by: Loveland, Donald, et al.
Published: (2025)

Mosaic of Modalities: A Comprehensive Benchmark for Multimodal Graph Learning
by: Zhu, Jing, et al.
Published: (2024)

FigCaps-HF: A Figure-to-Caption Generative Framework and Benchmark with Human Feedback
by: Singh, Ashish, et al.
Published: (2023)

Knowledge Homophily in Large Language Models
by: Sahu, Utkarsh, et al.
Published: (2025)

TouchUp-G: Improving Feature Representation through Graph-Centric Finetuning
by: Zhu, Jing, et al.
Published: (2023)

Learning to Route LLMs from Bandit Feedback: One Policy, Many Trade-offs
by: Wei, Wang, et al.
Published: (2025)

Robust Graph Neural Networks via Unbiased Aggregation
by: Hou, Zhichao, et al.
Published: (2023)

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

Graph2Video: Leveraging Video Models to Model Dynamic Graph Evolution
by: Liu, Hua, et al.
Published: (2026)

Scaffold-Aware Generative Augmentation and Reranking for Enhanced Virtual Screening
by: Wang, Xin, et al.
Published: (2025)

Understanding and Scaling Collaborative Filtering Optimization from the Perspective of Matrix Rank
by: Loveland, Donald, et al.
Published: (2024)

Orthrus: Memory-Efficient Parallel Token Generation via Dual-View Diffusion
by: Van Nguyen, Chien, et al.
Published: (2026)

A Framework for Fine-Tuning LLMs using Heterogeneous Feedback
by: Aponte, Ryan, et al.
Published: (2024)

Inverse-LLaVA: Eliminating Alignment Pre-training Through Text-to-Vision Mapping
by: Zhan, Xuhui, et al.
Published: (2025)

Sparse Personalized Text Generation with Multi-Trajectory Reasoning
by: Ni, Bo, et al.
Published: (2026)

From Selection to Generation: A Survey of LLM-based Active Learning
by: Xia, Yu, et al.
Published: (2025)

PAGER: A Framework for Failure Analysis of Deep Regression Models
by: Thiagarajan, Jayaraman J., et al.
Published: (2023)

Self-Debiasing Large Language Models: Zero-Shot Recognition and Reduction of Stereotypes
by: Gallegos, Isabel O., et al.
Published: (2024)

Edge Classification on Graphs: New Directions in Topological Imbalance
by: Cheng, Xueqi, 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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