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Bibliographic Details
Main Authors:	Pan, Zhengxin, Wang, Haishuai, Wu, Fangyu, Zhang, Bailing, Bu, Jiajun, Chen, Hongyang
Format:	Preprint
Published:	2026
Subjects:	Information Retrieval
Online Access:	https://arxiv.org/abs/2603.14349
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Enhancing Image-Text Matching with Adaptive Feature Aggregation
by: Wang, Zuhui, et al.
Published: (2024)

DEMO: A Statistical Perspective for Efficient Image-Text Matching
by: Zhang, Fan, et al.
Published: (2024)

Towards More Robust Retrieval-Augmented Generation: Evaluating RAG Under Adversarial Poisoning Attacks
by: Su, Jinyan, et al.
Published: (2024)

ABE-CLIP: Training-Free Attribute Binding Enhancement for Compositional Image-Text Matching
by: Zhang, Qi, et al.
Published: (2025)

Hire: Hybrid-modal Interaction with Multiple Relational Enhancements for Image-Text Matching
by: Ge, Xuri, et al.
Published: (2024)

Ambiguity-Aware and High-Order Relation Learning for Multi-Grained Image-Text Matching
by: Chen, Junyu, et al.
Published: (2025)

Beyond Static LLM Policies: Imitation-Enhanced Reinforcement Learning for Recommendation
by: Zhang, Yi, et al.
Published: (2025)

DARLR: Dual-Agent Offline Reinforcement Learning for Recommender Systems with Dynamic Reward
by: Zhang, Yi, et al.
Published: (2025)

Beyond Static Collision Handling: Adaptive Semantic ID Learning for Multimodal Recommendation at Industrial Scale
by: Pan, Yongsen, et al.
Published: (2026)

Counterfactual Learning-Driven Representation Disentanglement for Search-Enhanced Recommendation
by: Cui, Jiajun, et al.
Published: (2024)

MARS: Matching Attribute-aware Representations for Text-based Sequential Recommendation
by: Kim, Hyunsoo, et al.
Published: (2024)

GORACS: Group-level Optimal Transport-guided Coreset Selection for LLM-based Recommender Systems
by: Mei, Tiehua, et al.
Published: (2025)

Objective Shaping with Hard Negatives: Windowed Partial AUC Optimization for RL-based LLM Recommenders
by: Shi, Wentao, et al.
Published: (2026)

Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule Retrieval
by: Min, Zijun, et al.
Published: (2024)

Better Late Than Never: Formulating and Benchmarking Recommendation Editing
by: Lai, Chengyu, et al.
Published: (2024)

Towards Distribution Matching between Collaborative and Language Spaces for Generative Recommendation
by: Zhang, Yi, et al.
Published: (2025)

Learning to Retrieve for Job Matching
by: Shen, Jianqiang, et al.
Published: (2024)

How Does A Text Preprocessing Pipeline Affect Ontology Matching?
by: Qiang, Zhangcheng, et al.
Published: (2024)

ROLeR: Effective Reward Shaping in Offline Reinforcement Learning for Recommender Systems
by: Zhang, Yi, et al.
Published: (2024)

Flow Matching for Collaborative Filtering
by: Liu, Chengkai, et al.
Published: (2025)

Text2Token: Unsupervised Text Representation Learning with Token Target Prediction
by: An, Ruize, et al.
Published: (2025)

Bridging the Modality Gap: Dimension Information Alignment and Sparse Spatial Constraint for Image-Text Matching
by: Ma, Xiang, et al.
Published: (2024)

Eliminating Hallucination in Diffusion-Augmented Interactive Text-to-Image Retrieval
by: Zhang, Zhuocheng, et al.
Published: (2026)

Multi-Behavior Collaborative Filtering with Partial Order Graph Convolutional Networks
by: Zhang, Yijie, et al.
Published: (2024)

A Sketch+Text Composed Image Retrieval Dataset for Thangka
by: Xu, Jinyu, et al.
Published: (2026)

Multiscale Matching Driven by Cross-Modal Similarity Consistency for Audio-Text Retrieval
by: Wang, Qian, et al.
Published: (2024)

MARCO: A Cooperative Knowledge Transfer Framework for Personalized Cross-domain Recommendations
by: Xie, Lili, et al.
Published: (2025)

Document Set Expansion with Positive-Unlabelled Learning Using Intractable Density Estimation
by: Zhang, Haiyang, et al.
Published: (2024)

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

Factorized Transport Alignment for Multimodal and Multiview E-commerce Representation Learning
by: Chen, Xiwen, et al.
Published: (2025)

Mixture-of-RAG: Integrating Text and Tables with Large Language Models
by: Zhang, Chi, et al.
Published: (2025)

TextBridgeGNN: Pre-training Graph Neural Network for Cross-Domain Recommendation via Text-Guided Transfer
by: Chen, Yiwen, et al.
Published: (2025)

NeuroCLIP: Brain-Inspired Prompt Tuning for EEG-to-Image Multimodal Contrastive Learning
by: Wang, Jiyuan, et al.
Published: (2025)

Lower-Left Partial AUC: An Effective and Efficient Optimization Metric for Recommendation
by: Shi, Wentao, et al.
Published: (2024)

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

A Survey on Deep Text Hashing: Efficient Semantic Text Retrieval with Binary Representation
by: He, Liyang, et al.
Published: (2025)

Distillation Matters: Empowering Sequential Recommenders to Match the Performance of Large Language Model
by: Cui, Yu, et al.
Published: (2024)

Rotate Both Ways: Time-and-Order RoPE for Generative Recommendation
by: Wei, Xiaokai, et al.
Published: (2025)

Captions Are Worth a Thousand Words: Enhancing Product Retrieval with Pretrained Image-to-Text Models
by: Tang, Jason, 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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