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Bibliographic Details
Main Authors:	Stefanopoulos, Paras, Chatterjee, Sourin, Zehmakan, Ahad N.
Format:	Preprint
Published:	2024
Subjects:	Information Retrieval
Online Access:	https://arxiv.org/abs/2407.00062
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Can We Trust Recommender System Fairness Evaluation? The Role of Fairness and Relevance
by: Rampisela, Theresia Veronika, et al.
Published: (2024)

Principled Synthetic Data Enables the First Scaling Laws for LLMs in Recommendation
by: Zhang, Benyu, et al.
Published: (2026)

DLCRec: A Novel Approach for Managing Diversity in LLM-Based Recommender Systems
by: Chen, Jiaju, et al.
Published: (2024)

A Survey of Graph Neural Networks for Social Recommender Systems
by: Sharma, Kartik, et al.
Published: (2022)

Balancing Fairness and High Match Rates in Reciprocal Recommender Systems: A Nash Social Welfare Approach
by: Tomita, Yoji, et al.
Published: (2026)

Leveraging LLMs for Mental Health: Detection and Recommendations from Social Discussions
by: Aggarwal, Vaishali, et al.
Published: (2025)

Towards Principled Learning for Re-ranking in Recommender Systems
by: Li, Qunwei, et al.
Published: (2025)

Recommender Systems for Social Good: The Role of Accountability and Sustainability
by: Said, Alan
Published: (2025)

Do Stubborn Users Always Cause More Polarization and Disagreement? A Mathematical Study
by: Shirzadi, Mohammad, et al.
Published: (2024)

Proactive Recommendation in Social Networks: Steering User Interest with Causal Inference
by: Pan, Hang, et al.
Published: (2024)

An Efficient Multi-threaded Collaborative Filtering Approach in Recommendation System
by: Hasan, Mahamudul
Published: (2024)

Content-Based Collaborative Generation for Recommender Systems
by: Wang, Yidan, et al.
Published: (2024)

Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives
by: Hasan, Emrul, et al.
Published: (2024)

Promoting Fairness in Information Access within Social Networks
by: Liu, Changan, et al.
Published: (2025)

On the Impact of Graph Neural Networks in Recommender Systems: A Topological Perspective
by: Malitesta, Daniele, et al.
Published: (2025)

Graph Bottlenecked Social Recommendation
by: Yang, Yonghui, et al.
Published: (2024)

Recommendation Fairness in Social Networks Over Time
by: Cao, Meng, et al.
Published: (2024)

Quantifying and Minimizing Perception Gap in Social Networks
by: Gehlot, Hemant Kumar, et al.
Published: (2025)

Trust or Abstain? A Self-Aware RAG Approach
by: Zhu, Xi, et al.
Published: (2026)

Fast Query of Biharmonic Distance in Networks
by: Liu, Changan, et al.
Published: (2024)

On Recommending Category: A Cascading Approach
by: Wang, Qihao, et al.
Published: (2025)

Measure Domain's Gap: A Similar Domain Selection Principle for Multi-Domain Recommendation
by: Wen, Yi, et al.
Published: (2025)

Modeling Social Media Recommendation Impacts Using Academic Networks: A Graph Neural Network Approach
by: Guidotti, Sabrina, et al.
Published: (2024)

A First Look at Selection Bias in Preference Elicitation for Recommendation
by: Gupta, Shashank, et al.
Published: (2024)

Enhancing Long-Term Welfare in Recommender Systems: An Information Revelation Approach
by: Zhao, Xu, et al.
Published: (2025)

A BERT Based Hybrid Recommendation System For Academic Collaboration
by: N, Sangeetha, et al.
Published: (2025)

Reimagining Social Robots as Recommender Systems: Foundations, Framework, and Applications
by: Huang, Jin, et al.
Published: (2026)

SocialRec: User Activity Based Post Weighted Dynamic Personalized Post Recommendation System in Social Media
by: Hossain, Ismail, et al.
Published: (2024)

A Generalisation of Voter Model: Influential Nodes and Convergence Properties
by: Manohara, Abhiram, et al.
Published: (2024)

Challenging Low Homophily in Social Recommendation
by: Jiang, Wei, et al.
Published: (2024)

Recommendation Algorithm Based on Recommendation Sessions
by: Malinowski, Michał
Published: (2024)

Collaborative Knowledge Fusion: A Novel Approach for Multi-task Recommender Systems via LLMs
by: Zhao, Chuang, et al.
Published: (2024)

Physics-Informed Neuro-Symbolic Recommender System: A Dual-Physics Approach for Personalized Nutrition
by: Banerjee, Chayan
Published: (2026)

Socially-Aware Recommender Systems Mitigate Opinion Clusterization
by: Schüepp, Lukas, et al.
Published: (2026)

Opinion Dynamics: A Comprehensive Overview
by: Shirzadi, Mohammad, et al.
Published: (2025)

Macro Graph Neural Networks for Online Billion-Scale Recommender Systems
by: Chen, Hao, et al.
Published: (2024)

A Multi-Modal Latent-Features based Service Recommendation System for the Social Internet of Things
by: Khelloufi, Amar, et al.
Published: (2023)

From Principles to Applications: A Comprehensive Survey of Discrete Tokenizers in Generation, Comprehension, Recommendation, and Information Retrieval
by: Jia, Jian, et al.
Published: (2025)

Modeling Bias Evolution in Fashion Recommender Systems: A System Dynamics Approach
by: Goodarzi, Mahsa, et al.
Published: (2025)

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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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