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Bibliographic Details
Main Authors:	Zhou, Lijie, Wang, Luran
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2603.22313
Tags:	Add Tag No Tags, Be the first to tag this record!

MultiMax: Sparse and Multi-Modal Attention Learning
by: Zhou, Yuxuan, et al.
Published: (2024)

Asymmetric-Loss-Guided Hybrid CNN-BiLSTM-Attention Model for Industrial RUL Prediction with Interpretable Failure Heatmaps
by: Abdullah, Mohammed Ezzaldin Babiker
Published: (2026)

Adaptive Cyber-Attack Detection in IIoT Using Attention-Based LSTM-CNN Models
by: Gueriani, Afrah, et al.
Published: (2025)

Geometric Analysis of Token Selection in Multi-Head Attention
by: Mudarisov, Timur, et al.
Published: (2026)

Superiority of Multi-Head Attention in In-Context Linear Regression
by: Cui, Yingqian, et al.
Published: (2024)

Multi-Head Spectral-Adaptive Graph Anomaly Detection
by: Cao, Qingyue, et al.
Published: (2025)

MoH: Multi-Head Attention as Mixture-of-Head Attention
by: Jin, Peng, et al.
Published: (2024)

CARE: Covariance-Aware and Rank-Enhanced Decomposition for Enabling Multi-Head Latent Attention
by: Zhou, Zhongzhu, et al.
Published: (2026)

Enhanced Speech Emotion Recognition with Efficient Channel Attention Guided Deep CNN-BiLSTM Framework
by: Kundu, Niloy Kumar, et al.
Published: (2024)

The Strong Lottery Ticket Hypothesis for Multi-Head Attention Mechanisms
by: Otsuka, Hikari, et al.
Published: (2025)

An Attention-Augmented VAE-BiLSTM Framework for Anomaly Detection in 12-Lead ECG Signals
by: Basora, Marc Garreta, et al.
Published: (2025)

Training Free Guided Flow Matching with Optimal Control
by: Wang, Luran, et al.
Published: (2024)

TransMLA: Multi-Head Latent Attention Is All You Need
by: Meng, Fanxu, et al.
Published: (2025)

Multi-Modal Drift Forecasting of Leeway Objects via Navier-Stokes-Guided CNN and Sequence-to-Sequence Attention-Based Models
by: Adesunkanmi, Rahmat K., et al.
Published: (2025)

Dynamic Adaptive Shared Experts with Grouped Multi-Head Attention Mixture of Experts
by: Li, Cheng, et al.
Published: (2025)

Geometric Insights into Focal Loss: Reducing Curvature for Enhanced Model Calibration
by: Kimura, Masanari, et al.
Published: (2024)

TF-MCL: Time-frequency Fusion and Multi-domain Cross-Loss for Self-supervised Depression Detection
by: Zhao, Li-Xuan, et al.
Published: (2025)

A Depression Detection Method Based on Multi-Modal Feature Fusion Using Cross-Attention
by: Li, Shengjie, et al.
Published: (2024)

CNN-LSTM Hybrid Deep Learning Model for Remaining Useful Life Estimation
by: G, Muthukumar, et al.
Published: (2024)

Hybrid Focal and Full-Range Attention Based Graph Transformers
by: Zhu, Minhong, et al.
Published: (2023)

CBANet: A Compact Attention-Based CNN-BiLSTM Network for Aggressive Driving Event Detection
by: Alhamdan, Hanadi, et al.
Published: (2026)

A Semi-supervised Fake News Detection using Sentiment Encoding and LSTM with Self-Attention
by: Shaeri, Pouya, et al.
Published: (2024)

ALGAN: Time Series Anomaly Detection with Adjusted-LSTM GAN
by: Bashar, Md Abul, et al.
Published: (2023)

A Comprehensive Overview and Comparative Analysis on Deep Learning Models: CNN, RNN, LSTM, GRU
by: Shiri, Farhad Mortezapour, et al.
Published: (2023)

Multi-Head Attention Is a Multi-Player Game
by: Chakrabarti, Kushal, et al.
Published: (2026)

Efficient CNN-LSTM based Parameter Estimation of Levy Driven Stochastic Differential Equations
by: Li, Shuaiyu, et al.
Published: (2024)

A Visualized Malware Detection Framework with CNN and Conditional GAN
by: Wang, Fang, et al.
Published: (2024)

A Novel Framework for Multi-Modal Protein Representation Learning
by: Zheng, Runjie, et al.
Published: (2025)

MULTI-LF: A Continuous Learning Framework for Real-Time Malicious Traffic Detection in Multi-Environment Networks
by: Rustam, Furqan, et al.
Published: (2025)

Analytic Continual Test-Time Adaptation for Multi-Modality Corruption
by: Zhang, Yufei, et al.
Published: (2024)

Multi-Task Learning with Multi-Annotation Triplet Loss for Improved Object Detection
by: Zhou, Meilun, et al.
Published: (2025)

A Fusion of context-aware based BanglaBERT and Two-Layer Stacked LSTM Framework for Multi-Label Cyberbullying Detection
by: Raquib, Mirza, et al.
Published: (2026)

H-Infinity Filter Enhanced CNN-LSTM for Arrhythmia Detection from Heart Sound Recordings
by: Kumar, Rohith Shinoj, et al.
Published: (2025)

Patch-Level Tokenization with CNN Encoders and Attention for Improved Transformer Time-Series Forecasting
by: Nagrath, Saurish, et al.
Published: (2026)

Parkinson's Disease Detection from Resting State EEG using Multi-Head Graph Structure Learning with Gradient Weighted Graph Attention Explanations
by: Neves, Christopher, et al.
Published: (2024)

A Multi-Head Attention Soft Random Forest for Interpretable Patient No-Show Prediction
by: Amalina, Ninda Nurseha, et al.
Published: (2025)

Network Level Spatial Temporal Traffic State Forecasting with Hierarchical-Attention-LSTM (HierAttnLSTM)
by: Zhang, Tianya
Published: (2022)

TimeCNN: Refining Cross-Variable Interaction on Time Point for Time Series Forecasting
by: Hu, Ao, et al.
Published: (2024)

Multi-Head Mixture-of-Experts
by: Wu, Xun, 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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