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Bibliographic Details
Main Author:	Xie, Yazhou
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2405.09021
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Time Series Foundation Models and Deep Learning Architectures for Earthquake Temporal and Spatial Nowcasting
by: Jafari, Alireza, et al.
Published: (2024)

Earthquake Damage Grades Prediction using An Ensemble Approach Integrating Advanced Machine and Deep Learning Models
by: Panda, Anurag, et al.
Published: (2025)

EarthquakeNPP: A Benchmark for Earthquake Forecasting with Neural Point Processes
by: Stockman, Samuel, et al.
Published: (2024)

Spatio-Temporal Graph Structure Learning for Earthquake Detection
by: Piriyasatit, Suchanun, et al.
Published: (2025)

Advancing Additive Manufacturing through Deep Learning: A Comprehensive Review of Current Progress and Future Challenges
by: Saimon, Amirul Islam, et al.
Published: (2024)

WaveCastNet: Rapid Wavefield Forecasting for Earthquake Early Warning via Deep Sequence to Sequence Learning
by: Lyu, Dongwei, et al.
Published: (2024)

DHG-Bench: A Comprehensive Benchmark for Deep Hypergraph Learning
by: Li, Fan, et al.
Published: (2025)

Deep Learning Advancements in Anomaly Detection: A Comprehensive Survey
by: Huang, Haoqi, et al.
Published: (2025)

Machine Learning Applications in Medical Prognostics: A Comprehensive Review
by: Fascia, Michael
Published: (2024)

Advancements and Challenges in Continual Reinforcement Learning: A Comprehensive Review
by: Zuffer, Amara, et al.
Published: (2025)

Integrating Artificial Intelligence and Geophysical Insights for Earthquake Forecasting: A Cross-Disciplinary Review
by: Ying, Zhang, et al.
Published: (2025)

Probabilistic Robustness in Deep Learning: A Concise yet Comprehensive Guide
by: Zhao, Xingyu
Published: (2025)

Deep Learning for Survival Analysis: A Review
by: Wiegrebe, Simon, et al.
Published: (2023)

A Brief Review of Hypernetworks in Deep Learning
by: Chauhan, Vinod Kumar, et al.
Published: (2023)

A Comprehensive Review on Understanding the Decentralized and Collaborative Approach in Machine Learning
by: Saif, Sarwar, et al.
Published: (2025)

A Comprehensive Review of Multi-Agent Reinforcement Learning in Video Games
by: Li, Zhengyang, et al.
Published: (2025)

GreenPhase: A Green Learning Approach for Earthquake Phase Picking
by: Wu, Yixing, et al.
Published: (2026)

A Comprehensive Survey on Imbalanced Data Learning
by: Gao, Xinyi, et al.
Published: (2025)

Unsupervised Representation Learning in Deep Reinforcement Learning: A Review
by: Botteghi, Nicolò, et al.
Published: (2022)

One Model for All: Universal Pre-training for EEG based Emotion Recognition across Heterogeneous Datasets and Paradigms
by: Li, Xiang, et al.
Published: (2025)

A Comprehensive Survey on Evidential Deep Learning and Its Applications
by: Gao, Junyu, et al.
Published: (2024)

A Comprehensive Study of Deep Learning Model Fixing Approaches
by: You, Hanmo, et al.
Published: (2025)

AIS Data-Driven Maritime Monitoring Based on Transformer: A Comprehensive Review
by: Xie, Zhiye, et al.
Published: (2025)

Deep Learning for Multi-Label Learning: A Comprehensive Survey
by: Tarekegn, Adane Nega, et al.
Published: (2024)

A Comprehensive Survey on Deep Graph Representation Learning
by: Ju, Wei, et al.
Published: (2023)

Deep Learning for Protein Complex Prediction and Design
by: Xie, Ziwei
Published: (2026)

Continual-NExT: A Unified Comprehension And Generation Continual Learning Framework
by: Qiao, Jingyang, et al.
Published: (2026)

Self-Supervised Discriminative Feature Learning for Deep Multi-View Clustering
by: Xu, Jie, et al.
Published: (2021)

Self-Supervised Learning for Graph-Structured Data in Healthcare Applications: A Comprehensive Review
by: Atitallah, Safa Ben, et al.
Published: (2024)

Advances in Continual Graph Learning for Anti-Money Laundering Systems: A Comprehensive Review
by: Deprez, Bruno, et al.
Published: (2025)

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection
by: Islam, Md Shofiqul, et al.
Published: (2025)

Revolutionizing Wireless Networks with Federated Learning: A Comprehensive Review
by: Mahdimahalleh, Sajjad Emdadi
Published: (2023)

Comprehensive Overview of Reward Engineering and Shaping in Advancing Reinforcement Learning Applications
by: Ibrahim, Sinan, et al.
Published: (2024)

Frontiers of Deep Learning: From Novel Application to Real-World Deployment
by: Xie, Rui
Published: (2024)

A Review of Physics-based Machine Learning in Civil Engineering
by: Vadyala, Shashank Reddy, et al.
Published: (2021)

Double Difference Earthquake Location with Graph Neural Networks
by: McBrearty, Ian W., et al.
Published: (2024)

A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective
by: Qiu, Xiangfei, et al.
Published: (2025)

DeepSPoC: A Deep Learning-Based PDE Solver Governed by Sequential Propagation of Chaos
by: Du, Kai, et al.
Published: (2024)

Recent Advances in Traffic Accident Analysis and Prediction: A Comprehensive Review of Machine Learning Techniques
by: Behboudi, Noushin, 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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