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Bibliographic Details
Main Authors:	Wang, Yuening, Chen, Man, Hu, Yaochen, Guo, Wei, Zhang, Yingxue, Guo, Huifeng, Liu, Yong, Coates, Mark
Format:	Preprint
Published:	2024
Subjects:	Information Retrieval Artificial Intelligence Machine Learning
Online Access:	https://arxiv.org/abs/2410.21487
Tags:	Add Tag No Tags, Be the first to tag this record!

Learning Partially Aligned Item Representation for Cross-Domain Sequential Recommendation
by: Yin, Mingjia, et al.
Published: (2024)

ClickPrompt: CTR Models are Strong Prompt Generators for Adapting Language Models to CTR Prediction
by: Lin, Jianghao, et al.
Published: (2023)

PRECTR: A Synergistic Framework for Integrating Personalized Search Relevance Matching and CTR Prediction
by: Chen, Rong, et al.
Published: (2025)

DAIAN: Deep Adaptive Intent-Aware Network for CTR Prediction in Trigger-Induced Recommendation
by: Lv, Zhihao, et al.
Published: (2026)

Enhancing and Scaling Search Query Datasets for Recommendation Systems
by: Rodrigues, Aaron, et al.
Published: (2025)

LLM4MSR: An LLM-Enhanced Paradigm for Multi-Scenario Recommendation
by: Wang, Yuhao, et al.
Published: (2024)

Breaking the Length Barrier: LLM-Enhanced CTR Prediction in Long Textual User Behaviors
by: Geng, Binzong, et al.
Published: (2024)

Explainable CTR Prediction via LLM Reasoning
by: Yu, Xiaohan, et al.
Published: (2024)

Incorporating Group Prior into Variational Inference for Tail-User Behavior Modeling in CTR Prediction
by: Xu, Han, et al.
Published: (2024)

MoE-MLoRA for Multi-Domain CTR Prediction: Efficient Adaptation with Expert Specialization
by: Yaggel, Ken, et al.
Published: (2025)

Disentangled Interest Network for Out-of-Distribution CTR Prediction
by: Zheng, Yu, et al.
Published: (2025)

Field Matters: A Lightweight LLM-enhanced Method for CTR Prediction
by: Cui, Yu, et al.
Published: (2025)

Deep Group Interest Modeling of Full Lifelong User Behaviors for CTR Prediction
by: Liu, Qi, et al.
Published: (2023)

Helen: Optimizing CTR Prediction Models with Frequency-wise Hessian Eigenvalue Regularization
by: Zhu, Zirui, et al.
Published: (2024)

How Can Recommender Systems Benefit from Large Language Models: A Survey
by: Lin, Jianghao, et al.
Published: (2023)

E-CARE: An Efficient LLM-based Commonsense-Augmented Framework for E-Commerce
by: Zhang, Ge, et al.
Published: (2025)

FLIP: Fine-grained Alignment between ID-based Models and Pretrained Language Models for CTR Prediction
by: Wang, Hangyu, et al.
Published: (2023)

ERASE: Benchmarking Feature Selection Methods for Deep Recommender Systems
by: Jia, Pengyue, et al.
Published: (2024)

Feature Fusion Revisited: Multimodal CTR Prediction for MMCTR Challenge
by: Zhou, Junjie
Published: (2025)

Preference and Concurrence Aware Bayesian Graph Neural Networks for Recommender Systems
by: Gu, Hongjian, et al.
Published: (2023)

AIE: Auction Information Enhanced Framework for CTR Prediction in Online Advertising
by: Yang, Yang, et al.
Published: (2024)

RIA: A Ranking-Infused Approach for Optimized listwise CTR Prediction
by: Zhang, Guoxiao, et al.
Published: (2025)

HoMer: Addressing Heterogeneities by Modeling Sequential and Set-wise Contexts for CTR Prediction
by: Chen, Shuwei, et al.
Published: (2025)

TWIN V2: Scaling Ultra-Long User Behavior Sequence Modeling for Enhanced CTR Prediction at Kuaishou
by: Si, Zihua, et al.
Published: (2024)

Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation
by: Liu, Qidong, et al.
Published: (2025)

RQ-GMM: Residual Quantized Gaussian Mixture Model for Multimodal Semantic Discretization in CTR Prediction
by: Tong, Ziye, et al.
Published: (2026)

A Unified Framework for Multi-Domain CTR Prediction via Large Language Models
by: Fu, Zichuan, et al.
Published: (2023)

Conditional Memory Enhanced Item Representation for Generative Recommendation
by: Liu, Ziwei, et al.
Published: (2026)

MISS: Multi-Modal Tree Indexing and Searching with Lifelong Sequential Behavior for Retrieval Recommendation
by: Guo, Chengcheng, et al.
Published: (2025)

Enhancing Embedding Representation Stability in Recommendation Systems with Semantic ID
by: Zheng, Carolina, et al.
Published: (2025)

Elaborative Subtopic Query Reformulation for Broad and Indirect Queries in Travel Destination Recommendation
by: Wen, Qianfeng, et al.
Published: (2024)

Denoising Pre-Training and Customized Prompt Learning for Efficient Multi-Behavior Sequential Recommendation
by: Wang, Hao, et al.
Published: (2024)

Adversarial Alignment and Disentanglement for Cross-Domain CTR Prediction with Domain-Encompassing Features
by: He, Junyou, et al.
Published: (2026)

Causality Enhancement for Cross-Domain Recommendation
by: Wu, Zhibo, et al.
Published: (2025)

Reason-to-Recommend: Using Interaction-of-Thought Reasoning to Enhance LLM Recommendation
by: Zhao, Keyu, et al.
Published: (2025)

Tricolore: Multi-Behavior User Profiling for Enhanced Candidate Generation in Recommender Systems
by: Zhou, Xiao, et al.
Published: (2025)

AgentSelect: Benchmark for Narrative Query-to-Agent Recommendation
by: Shi, Yunxiao, et al.
Published: (2026)

Multi-Modal Hypergraph Enhanced LLM Learning for Recommendation
by: Guo, Xu, et al.
Published: (2025)

Learning Structure and Knowledge Aware Representation with Large Language Models for Concept Recommendation
by: Li, Qingyao, 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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