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Bibliographic Details
Main Author:	Zhou, Junjie
Format:	Preprint
Published:	2025
Subjects:	Information Retrieval Artificial Intelligence
Online Access:	https://arxiv.org/abs/2504.18961
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Explainable CTR Prediction via LLM Reasoning
by: Yu, Xiaohan, et al.
Published: (2024)

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

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

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

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

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

Beyond KAN: Introducing KarSein for Adaptive High-Order Feature Interaction Modeling in CTR Prediction
by: Shi, Yunxiao, et al.
Published: (2024)

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

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)

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

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

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

Enhancing CTR Prediction in Recommendation Domain with Search Query Representation
by: Wang, Yuening, et al.
Published: (2024)

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

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

Feature Interaction Fusion Self-Distillation Network For CTR Prediction
by: Sang, Lei, et al.
Published: (2024)

Revisiting Content-Based Music Recommendation: Efficient Feature Aggregation from Large-Scale Music Models
by: Zhou, Yizhi, et al.
Published: (2026)

HyFormer: Revisiting the Roles of Sequence Modeling and Feature Interaction in CTR Prediction
by: Huang, Yunwen, et al.
Published: (2026)

Hierarchical LoRA MoE for Efficient CTR Model Scaling
by: Zeng, Zhichen, et al.
Published: (2025)

Fusion Matters: Learning Fusion in Deep Click-through Rate Prediction Models
by: Zhang, Kexin, et al.
Published: (2024)

PRECTR-V2:Unified Relevance-CTR Framework with Cross-User Preference Mining, Exposure Bias Correction, and LLM-Distilled Encoder Optimization
by: Cao, Shuzhi, et al.
Published: (2026)

Converging Dimensions: Information Extraction and Summarization through Multisource, Multimodal, and Multilingual Fusion
by: Janjani, Pranav, et al.
Published: (2024)

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion
by: Liang, Zihan, et al.
Published: (2025)

S2G-RAG: Structured Sufficiency and Gap Judging for Iterative Retrieval-Augmented QA
by: Li, Minghan, et al.
Published: (2026)

ATFLRec: A Multimodal Recommender System with Audio-Text Fusion and Low-Rank Adaptation via Instruction-Tuned Large Language Model
by: Qin, Zezheng
Published: (2024)

Distribution-Aware End-to-End Embedding for Streaming Numerical Features in Click-Through Rate Prediction
by: Liu, Jiahao, et al.
Published: (2026)

NeSHFS: Neighborhood Search with Heuristic-based Feature Selection for Click-Through Rate Prediction
by: Aksu, Dogukan, et al.
Published: (2024)

IF-GEO: Conflict-Aware Instruction Fusion for Multi-Query Generative Engine Optimization
by: Zhou, Heyang, et al.
Published: (2026)

Scene-wise Adaptive Network for Dynamic Cold-start Scenes Optimization in CTR Prediction
by: Li, Wenhao, et al.
Published: (2024)

Contextual Attention-Based Multimodal Fusion of LLM and CNN for Sentiment Analysis
by: Zerkouk, Meriem, et al.
Published: (2025)

Revisiting Self-attention for Cross-domain Sequential Recommendation
by: Ju, Clark Mingxuan, et al.
Published: (2025)

Movie Recommendation with Poster Attention via Multi-modal Transformer Feature Fusion
by: Xia, Linhan, et al.
Published: (2024)

Revisiting Reciprocal Recommender Systems: Metrics, Formulation, and Method
by: Yang, Chen, et al.
Published: (2024)

Warming Up Cold-Start CTR Prediction by Learning Item-Specific Feature Interactions
by: Wang, Yaqing, et al.
Published: (2024)

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation
by: Zhang, Xiaoxiong, et al.
Published: (2025)

GUME: Graphs and User Modalities Enhancement for Long-Tail Multimodal Recommendation
by: Lin, Guojiao, et al.
Published: (2024)

Multimodality Invariant Learning for Multimedia-Based New Item Recommendation
by: Bai, Haoyue, et al.
Published: (2024)

Multimodal Representation-disentangled Information Bottleneck for Multimodal Recommendation
by: Wang, Hui, 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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