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Bibliographic Details
Main Authors:	Rehman, Mohammad Zia Ur, Navya, Velpuru, Sanskar, Qureshi, Shuja Uddin, Kumar, Nagendra
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2512.24772
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User-Aware Multilingual Abusive Content Detection in Social Media
by: Rehman, Mohammad Zia Ur, et al.
Published: (2024)

Emotion-aware Dual Cross-Attentive Neural Network with Label Fusion for Stance Detection in Misinformative Social Media Content
by: Pangtey, Lata, et al.
Published: (2025)

X-MuTeST: A Multilingual Benchmark for Explainable Hate Speech Detection and A Novel LLM-consulted Explanation Framework
by: Rehman, Mohammad Zia Ur, et al.
Published: (2026)

A social context-aware graph-based multimodal attentive learning framework for disaster content classification during emergencies: a benchmark dataset and method
by: Dar, Shahid Shafi, et al.
Published: (2024)

A Context-aware Attention and Graph Neural Network-based Multimodal Framework for Misogyny Detection
by: Rehman, Mohammad Zia Ur, et al.
Published: (2025)

A Multimodal Framework for Depression Detection during Covid-19 via Harvesting Social Media: A Novel Dataset and Method
by: Anshul, Ashutosh, et al.
Published: (2025)

ImpliHateVid: A Benchmark Dataset and Two-stage Contrastive Learning Framework for Implicit Hate Speech Detection in Videos
by: Rehman, Mohammad Zia Ur, et al.
Published: (2025)

A Multimodal-Multitask Framework with Cross-modal Relation and Hierarchical Interactive Attention for Semantic Comprehension
by: Rehman, Mohammad Zia Ur, et al.
Published: (2025)

An Explainable Contrastive-based Dilated Convolutional Network with Transformer for Pediatric Pneumonia Detection
by: Raghaw, Chandravardhan Singh, et al.
Published: (2024)

MMCFND: Multimodal Multilingual Caption-aware Fake News Detection for Low-resource Indic Languages
by: Bansal, Shubhi, et al.
Published: (2024)

KisanQRS: A Deep Learning-based Automated Query-Response System for Agricultural Decision-Making
by: Rehman, Mohammad Zia Ur, et al.
Published: (2024)

CoTCoNet: An Optimized Coupled Transformer-Convolutional Network with an Adaptive Graph Reconstruction for Leukemia Detection
by: Raghaw, Chandravardhan Singh, et al.
Published: (2024)

GCM-Net: Graph-enhanced Cross-Modal Infusion with a Metaheuristic-Driven Network for Video Sentiment and Emotion Analysis
by: Chaudhari, Prasad, et al.
Published: (2024)

RoGBot: Relationship-Oblivious Graph-based Neural Network with Contextual Knowledge for Bot Detection
by: Anshul, Ashutosh, et al.
Published: (2025)

T-MPEDNet: Unveiling the Synergy of Transformer-aware Multiscale Progressive Encoder-Decoder Network with Feature Recalibration for Tumor and Liver Segmentation
by: Raghaw, Chandravardhan Singh, et al.
Published: (2025)

A Multilateral Attention-enhanced Deep Neural Network for Disease Outbreak Forecasting: A Case Study on COVID-19
by: Anshul, Ashutosh, et al.
Published: (2024)

An Explainable Deep Neural Network with Frequency-Aware Channel and Spatial Refinement for Flood Prediction in Sustainable Cities
by: Dar, Shahid Shafi, et al.
Published: (2025)

Multilingual Open QA on the MIA Shared Task
by: Yarrabelly, Navya, et al.
Published: (2025)

A multi-temporal multi-spectral attention-augmented deep convolution neural network with contrastive learning for crop yield prediction
by: Dangi, Shalini, et al.
Published: (2025)

A Hybrid Filtering for Micro-video Hashtag Recommendation using Graph-based Deep Neural Network
by: Bansal, Shubhi, et al.
Published: (2024)

D-HUMOR: Dark Humor Understanding via Multimodal Open-ended Reasoning -- A Benchmark Dataset and Method
by: Kasu, Sai Kartheek Reddy, et al.
Published: (2025)

A Review on Large Language Models for Visual Analytics
by: Agarwal, Navya Sonal, et al.
Published: (2025)

Ensembling Multilingual Transformers for Robust Sentiment Analysis of Tweets
by: Bilehsavar, Meysam Shirdel, et al.
Published: (2025)

LexGen: Domain-aware Multilingual Lexicon Generation
by: Maheshwari, Ayush, et al.
Published: (2024)

Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image Segmentation
by: Karri, Meghana, et al.
Published: (2024)

CricBench: A Multilingual Benchmark for Evaluating LLMs in Cricket Analytics
by: Agarwal, Parth, et al.
Published: (2025)

LLM-Augmented Changepoint Detection: A Framework for Ensemble Detection and Automated Explanation
by: Lukassen, Fabian, et al.
Published: (2026)

Multimodal Multihop Source Retrieval for Web Question Answering
by: Yarrabelly, Navya, et al.
Published: (2025)

Chronocept: Instilling a Sense of Time in Machines
by: Goel, Krish, et al.
Published: (2025)

Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language Models
by: Qasim, Kaleem Ullah, et al.
Published: (2025)

ReDepress: A Cognitive Framework for Detecting Depression Relapse from Social Media
by: Agarwal, Aakash Kumar, et al.
Published: (2025)

A Comprehensive Survey of Mamba Architectures for Medical Image Analysis: Classification, Segmentation, Restoration and Beyond
by: Bansal, Shubhi, et al.
Published: (2024)

Beacon: Single-Turn Diagnosis and Mitigation of Latent Sycophancy in Large Language Models
by: Pandey, Sanskar, et al.
Published: (2025)

Leveraging Large Language Models for Cost-Effective, Multilingual Depression Detection and Severity Assessment
by: Xian, Longdi, et al.
Published: (2025)

Multi-Perspective LLM Annotations for Valid Analyses in Subjective Tasks
by: Mehrotra, Navya, et al.
Published: (2026)

Stable Mean Teacher for Semi-supervised Video Action Detection
by: Kumar, Akash, et al.
Published: (2024)

AMuSeD: An Attentive Deep Neural Network for Multimodal Sarcasm Detection Incorporating Bi-modal Data Augmentation
by: Gao, Xiyuan, et al.
Published: (2024)

Lamer-SSL: Layer-aware Mixture of LoRA Experts for Continual Multilingual Expansion of Self-supervised Models without Forgetting
by: Xu, Jing, et al.
Published: (2026)

Sentiment Informed Sentence BERT-Ensemble Algorithm for Depression Detection
by: Ogunleye, Bayode, 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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