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Bibliographic Details
Main Authors:	Foley, Kevin, Agah, Shaghayegh, Kakinada, Kavya Priyanka
Format:	Preprint
Published:	2025
Subjects:	Information Retrieval
Online Access:	https://arxiv.org/abs/2506.15833
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From Time and Place to Preference: LLM-Driven Geo-Temporal Context in Recommendations
by: Kim, Yejin, et al.
Published: (2025)

MSL: Not All Tokens Are What You Need for Tuning LLM as a Recommender
by: Wang, Bohao, et al.
Published: (2025)

FAIR: Focused Attention Is All You Need for Generative Recommendation
by: Xiao, Longtao, et al.
Published: (2025)

Dot Product is All You Need: Bridging the Gap Between Item Recommendation and Link Prediction
by: Malitesta, Daniele, et al.
Published: (2024)

Do We Really Need to Drop Items with Missing Modalities in Multimodal Recommendation?
by: Malitesta, Daniele, et al.
Published: (2024)

Action is All You Need: Dual-Flow Generative Ranking Network for Recommendation
by: Guo, Hao, et al.
Published: (2025)

Is Sliding Window All You Need? An Open Framework for Long-Sequence Recommendation
by: Chakrabarty, Sayak, et al.
Published: (2026)

Generate and Instantiate What You Prefer: Text-Guided Diffusion for Sequential Recommendation
by: Hu, Guoqing, et al.
Published: (2024)

Improving Conversational Recommendation with Contextual Adaptation of External Recommenders and LLM-based Reranking
by: Li, Chuang, et al.
Published: (2025)

FilterLLM: Text-To-Distribution LLM for Billion-Scale Cold-Start Recommendation
by: Liu, Ruochen, et al.
Published: (2025)

Improving Content Recommendation: Knowledge Graph-Based Semantic Contrastive Learning for Diversity and Cold-Start Users
by: Kim, Yejin, et al.
Published: (2024)

Let Me Do It For You: Towards LLM Empowered Recommendation via Tool Learning
by: Zhao, Yuyue, et al.
Published: (2024)

Guided Diffusion-based Counterfactual Augmentation for Robust Session-based Recommendation
by: Gupta, Muskan, et al.
Published: (2024)

All Roads Lead to Rome: Unveiling the Trajectory of Recommender Systems Across the LLM Era
by: Chen, Bo, et al.
Published: (2024)

Improving LLM-powered Recommendations with Personalized Information
by: Liu, Jiahao, et al.
Published: (2025)

Vision-Guided Chunking Is All You Need: Enhancing RAG with Multimodal Document Understanding
by: Tripathi, Vishesh, et al.
Published: (2025)

Lexicalization Is All You Need: Examining the Impact of Lexical Knowledge in a Compositional QALD System
by: Schmidt, David Maria, et al.
Published: (2024)

Who You Are Matters: Bridging Topics and Social Roles via LLM-Enhanced Logical Recommendation
by: Yu, Qing, et al.
Published: (2025)

Improving Sequential Recommendations with LLMs
by: Boz, Artun, et al.
Published: (2024)

Do We Really Need Specialization? Evaluating Generalist Text Embeddings for Zero-Shot Recommendation and Search
by: Attimonelli, Matteo, et al.
Published: (2025)

Serendipitous Recommendation with Multimodal LLM
by: Wang, Haoting, et al.
Published: (2025)

Rethinking Large Language Model Architectures for Sequential Recommendations
by: Wang, Hanbing, et al.
Published: (2024)

LLM-Alignment Live-Streaming Recommendation
by: Liu, Yueyang, et al.
Published: (2025)

Beyond Utility: Evaluating LLM as Recommender
by: Jiang, Chumeng, et al.
Published: (2024)

Interactive Information Need Prediction with Intent and Context
by: Ros, Kevin, et al.
Published: (2025)

Why Generate When You Can Transform? Unleashing Generative Attention for Dynamic Recommendation
by: Liu, Yuli, et al.
Published: (2025)

Tencent Advertising Algorithm Challenge 2025: All-Modality Generative Recommendation
by: Pan, Junwei, et al.
Published: (2026)

How Auditing Methodologies Can Impact Our Understanding of YouTube's Recommendation Systems
by: Chandio, Sarmad, et al.
Published: (2023)

It's Not You, It's Me: The Impact of Choice Models and Ranking Strategies on Gender Imbalance in Music Recommendation
by: Ferraro, Andres, et al.
Published: (2024)

AgenticRS-Architecture: System Design for Agentic Recommender Systems
by: Zhang, Hao, et al.
Published: (2026)

On the Factual Consistency of Text-based Explainable Recommendation Models
by: Kabongo, Ben, et al.
Published: (2025)

OneRec-Think: In-Text Reasoning for Generative Recommendation
by: Liu, Zhanyu, et al.
Published: (2025)

Recommendations by Concise User Profiles from Review Text
by: Torbati, Ghazaleh Haratinezhad, et al.
Published: (2023)

Improving Minimax Group Fairness in Sequential Recommendation
by: Acharya, Krishna, et al.
Published: (2025)

Improving Out-of-Vocabulary Handling in Recommendation Systems
by: Shiao, William, et al.
Published: (2024)

Improve Temporal Awareness of LLMs for Sequential Recommendation
by: Chu, Zhendong, et al.
Published: (2024)

Recommending Search Filters To Improve Conversions At Airbnb
by: Li, Hao, et al.
Published: (2026)

Improving LLMs for Recommendation with Out-Of-Vocabulary Tokens
by: Huang, Ting-Ji, et al.
Published: (2024)

Improving LLM Interpretability and Performance via Guided Embedding Refinement for Sequential Recommendation
by: Jia, Nanshan, et al.
Published: (2025)

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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