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Bibliographic Details
Main Authors:	Zhu, Tianyu, Jung, Myong Chol, Clark, Jesse
Format:	Preprint
Published:	2024
Subjects:	Information Retrieval Computer Vision and Pattern Recognition Machine Learning
Online Access:	https://arxiv.org/abs/2404.08535
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CoopHash: Cooperative Learning of Multipurpose Descriptor and Contrastive Pair Generator via Variational MCMC Teaching for Supervised Image Hashing
by: Doan, Khoa D., et al.
Published: (2022)

Maximal Matching Matters: Preventing Representation Collapse for Robust Cross-Modal Retrieval
by: Alomari, Hani, et al.
Published: (2025)

It's Not a Modality Gap: Characterizing and Addressing the Contrastive Gap
by: Fahim, Abrar, et al.
Published: (2024)

Multi-event Video-Text Retrieval
by: Zhang, Gengyuan, et al.
Published: (2023)

Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey
by: Chen, Zhuo, et al.
Published: (2024)

PAPERCLIP: Associating Astronomical Observations and Natural Language with Multi-Modal Models
by: Mishra-Sharma, Siddharth, et al.
Published: (2024)

Online Learning via Memory: Retrieval-Augmented Detector Adaptation
by: Jian, Yanan, et al.
Published: (2024)

Multimedia-Aware Question Answering: A Review of Retrieval and Cross-Modal Reasoning Architectures
by: Raja, Rahul, et al.
Published: (2025)

Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal Encoder
by: Liu, Zheyuan, et al.
Published: (2023)

Re-ranking the Context for Multimodal Retrieval Augmented Generation
by: Mortaheb, Matin, et al.
Published: (2025)

Benchmarking Robustness of Contrastive Learning Models for Medical Image-Report Retrieval
by: Deanda, Demetrio, et al.
Published: (2025)

Hierarchy-of-Visual-Words: a Learning-based Approach for Trademark Image Retrieval
by: Lourenço, Vítor N., et al.
Published: (2019)

UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities
by: Yeo, Woongyeong, et al.
Published: (2025)

RAG-Check: Evaluating Multimodal Retrieval Augmented Generation Performance
by: Mortaheb, Matin, et al.
Published: (2025)

Optimizing Multi-Modal Models for Image-Based Shape Retrieval: The Role of Pre-Alignment and Hard Contrastive Learning
by: Kühn, Paul Julius, et al.
Published: (2026)

Dual Pose-invariant Embeddings: Learning Category and Object-specific Discriminative Representations for Recognition and Retrieval
by: Sarkar, Rohan, et al.
Published: (2024)

Sustainable transparency in Recommender Systems: Bayesian Ranking of Images for Explainability
by: Paz-Ruza, Jorge, et al.
Published: (2023)

Evidential Transformers for Improved Image Retrieval
by: Dordevic, Danilo, et al.
Published: (2024)

Embedding-based Retrieval in Multimodal Content Moderation
by: Liang, Hanzhong, et al.
Published: (2025)

PC$^2$: Pseudo-Classification Based Pseudo-Captioning for Noisy Correspondence Learning in Cross-Modal Retrieval
by: Duan, Yue, et al.
Published: (2024)

TelcoAI: Advancing 3GPP Technical Specification Search through Agentic Multi-Modal Retrieval-Augmented Generation
by: Ghosh, Rahul, et al.
Published: (2025)

Revisiting Uncertainty: On Evidential Learning for Partially Relevant Video Retrieval
by: Li, Jun, et al.
Published: (2026)

FOR: Finetuning for Object Level Open Vocabulary Image Retrieval
by: Levi, Hila, et al.
Published: (2024)

NanoVDR: Distilling a 2B Vision-Language Retriever into a 70M Text-Only Encoder for Visual Document Retrieval
by: Liu, Zhuchenyang, et al.
Published: (2026)

Decoupled Training: Return of Frustratingly Easy Multi-Domain Learning
by: Wang, Ximei, et al.
Published: (2023)

AdaTask: A Task-aware Adaptive Learning Rate Approach to Multi-task Learning
by: Yang, Enneng, et al.
Published: (2022)

Metric Compatible Training for Online Backfilling in Large-Scale Retrieval
by: Seo, Seonguk, et al.
Published: (2023)

CaReBench: A Fine-Grained Benchmark for Video Captioning and Retrieval
by: Xu, Yifan, et al.
Published: (2024)

Sync from the Sea: Retrieving Alignable Videos from Large-Scale Datasets
by: Dave, Ishan Rajendrakumar, et al.
Published: (2024)

LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight Detection
by: Zhao, Pengcheng, et al.
Published: (2025)

FilterRAG: Zero-Shot Informed Retrieval-Augmented Generation to Mitigate Hallucinations in VQA
by: Sarwar, Nobin
Published: (2025)

Open Multimodal Retrieval-Augmented Factual Image Generation
by: Tian, Yang, et al.
Published: (2025)

Attribute-Guided Multi-Level Attention Network for Fine-Grained Fashion Retrieval
by: Xiao, Ling, et al.
Published: (2022)

Reversed in Time: A Novel Temporal-Emphasized Benchmark for Cross-Modal Video-Text Retrieval
by: Du, Yang, et al.
Published: (2024)

Multi-Label Plant Species Prediction with Metadata-Enhanced Multi-Head Vision Transformers
by: Herasimchyk, Hanna, et al.
Published: (2025)

MOON2.0: Dynamic Modality-balanced Multimodal Representation Learning for E-commerce Product Understanding
by: Nie, Zhanheng, et al.
Published: (2025)

Multi-Label Plant Species Classification with Self-Supervised Vision Transformers
by: Gustineli, Murilo, et al.
Published: (2024)

Understanding the Performance Plateau in Text-to-Video Retrieval: A Comprehensive Empirical and Linguistic Analysis
by: Pegia, Maria-Eirini, et al.
Published: (2026)

AutoPP: Towards Automated Product Poster Generation and Optimization
by: Fan, Jiahao, 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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