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Bibliographic Details
Main Author:	Zhou, Jiawei
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2408.02751
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A CNN-BiLSTM Model with Attention Mechanism for Earthquake Prediction
by: Kavianpour, Parisa, et al.
Published: (2021)

BiLSTM and Attention-Based Modulation Classification of Realistic Wireless Signals
by: Udaiwal, Rohit, 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)

A Lightweight CNN-Attention-BiLSTM Architecture for Multi-Class Arrhythmia Classification on Standard and Wearable ECGs
by: Thota, Vamsikrishna, et al.
Published: (2025)

A Novel Decision Ensemble Framework: Customized Attention-BiLSTM and XGBoost for Speculative Stock Price Forecasting
by: Din, Riaz Ud, et al.
Published: (2024)

A Fusion-Driven Approach of Attention-Based CNN-BiLSTM for Protein Family Classification -- ProFamNet
by: Ali, Bahar, et al.
Published: (2024)

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

EEG Emotion Classification Using an Enhanced Transformer-CNN-BiLSTM Architecture with Dual Attention Mechanisms
by: Karim, S M Rakib UI, et al.
Published: (2026)

Parallel BiLSTM-Transformer networks for forecasting chaotic dynamics
by: Ma, Junwen, et al.
Published: (2025)

Predicting the Unpredictable: Reproducible BiLSTM Forecasting of Incident Counts in the Global Terrorism Database (GTD)
by: Adegoke, Oluwasegun
Published: (2025)

Air Quality Prediction Using LOESS-ARIMA and Multi-Scale CNN-BiLSTM with Residual-Gated Attention
by: Pahari, Soham, et al.
Published: (2025)

Joint User and Data Detection in Grant-Free NOMA with Attention-based BiLSTM Network
by: Khan, Saud, et al.
Published: (2022)

Phase of Flight Classification in Aviation Safety using LSTM, GRU, and BiLSTM: A Case Study with ASN Dataset
by: Nanyonga, Aziida, et al.
Published: (2025)

A Deep Learning Framework Integrating CNN and BiLSTM for Financial Systemic Risk Analysis and Prediction
by: Cheng, Yu, et al.
Published: (2025)

Evaluating the Sensitivity of BiLSTM Forecasting Models to Sequence Length and Input Noise
by: Albelali, Salma, et al.
Published: (2025)

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

A Hybrid Machine Learning Model for Classifying Gene Mutations in Cancer using LSTM, BiLSTM, CNN, GRU, and GloVe
by: Aburass, Sanad, et al.
Published: (2023)

Explore BiLSTM-CRF-Based Models for Open Relation Extraction
by: Ni, Tao, et al.
Published: (2021)

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

A Benchmark of State-Space Models vs. Transformers and BiLSTM-based Models for Historical Newspaper OCR
by: Agbeti-messan, Merveilles, et al.
Published: (2026)

Short-Term Electricity Demand Forecasting of Dhaka City Using CNN with Stacked BiLSTM
by: Akhter, Kazi Fuad Bin, et al.
Published: (2024)

An Adaptive CSI Feedback Model Based on BiLSTM for Massive MIMO-OFDM Systems
by: Shen, Hongrui, et al.
Published: (2024)

Evaluating BiLSTM and CNN+GRU Approaches for Human Activity Recognition Using WiFi CSI Data
by: Wakili, Almustapha A., et al.
Published: (2025)

BiLCNet : BiLSTM-Conformer Network for Encrypted Traffic Classification with 5G SA Physical Channel Records
by: Ma, Ke, et al.
Published: (2025)

Time series forecasting for multidimensional telemetry data using GAN and BiLSTM in a Digital Twin
by: Neto, Joao Carmo de Almeida, et al.
Published: (2025)

FinBERT-BiLSTM: A Deep Learning Model for Predicting Volatile Cryptocurrency Market Prices Using Market Sentiment Dynamics
by: Hossain, Mabsur Fatin Bin, et al.
Published: (2024)

UBiGTLoc: A Unified BiLSTM-Graph Transformer Localization Framework for IoT Sensor Networks
by: Lehyeh, Ayesh Abu, et al.
Published: (2026)

CNN-BiLSTM for sustainable and non-invasive COVID-19 detection via salivary ATR-FTIR spectroscopy
by: Junior, Anisio P. Santos, et al.
Published: (2025)

Stock Market Price Prediction: A Hybrid LSTM and Sequential Self-Attention based Approach
by: Pardeshi, Karan, et al.
Published: (2023)

CLSP-REQA: A Real-Time Quality-Aware Closed-Loop Seizure Prediction Framework with Mamba-BiLSTM and Confidence-Gated Intervention
by: Chen, Mufeng, et al.
Published: (2026)

Transforming Credit Risk Analysis: A Time-Series-Driven ResE-BiLSTM Framework for Post-Loan Default Detection
by: Yang, Yue, et al.
Published: (2025)

GCBLANE: A graph-enhanced convolutional BiLSTM attention network for improved transcription factor binding site prediction
by: Ferrao, Jonas Chris, et al.
Published: (2025)

A Multi-Modal CNN-LSTM Framework with Multi-Head Attention and Focal Loss for Real-Time Elderly Fall Detection
by: Zhou, Lijie, et al.
Published: (2026)

EEG-Based Inter-Patient Epileptic Seizure Detection Combining Domain Adversarial Training with CNN-BiLSTM Network
by: Tazaki, Rina, et al.
Published: (2025)

A Multimodal Deep Learning Framework for Early Diagnosis of Liver Cancer via Optimized BiLSTM-AM-VMD Architecture
by: Cheng, Cheng, et al.
Published: (2025)

TFT-ACB-XML: Decision-Level Integration of Customized Temporal Fusion Transformer and Attention-BiLSTM with XGBoost Meta-Learner for BTC Price Forecasting
by: Din, Raiz Ud, et al.
Published: (2026)

Efficient Machine Translation with a BiLSTM-Attention Approach
by: Wu, Yuxu, et al.
Published: (2024)

Enhancing Interpretability of AR-SSVEP-Based Motor Intention Recognition via CNN-BiLSTM and SHAP Analysis on EEG Data
by: Yang, Lin, et al.
Published: (2025)

Quantum Graph Attention Network: A Novel Quantum Multi-Head Attention Mechanism for Graph Learning
by: Ning, An, 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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