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Bibliographic Details
Main Authors:	Ma, Minbo, Tang, Kai, Li, Huan, Teng, Fei, Zhang, Dalin, Li, Tianrui
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2502.15296
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CoIFNet: A Unified Framework for Multivariate Time Series Forecasting with Missing Values
by: Tang, Kai, et al.
Published: (2025)

Non-collective Calibrating Strategy for Time Series Forecasting
by: Wang, Bin, et al.
Published: (2025)

Spatio-temporal Multivariate Time Series Forecast with Chosen Variables
by: Liu, Zibo, et al.
Published: (2025)

Not All Data are Good Labels: On the Self-supervised Labeling for Time Series Forecasting
by: Yang, Yuxuan, et al.
Published: (2025)

Spatio-temporal Causal Learning for Streamflow Forecasting
by: Wan, Shu, et al.
Published: (2024)

Out-of-Distribution Generalization in Time Series: A Survey
by: Wu, Xin, et al.
Published: (2025)

Scaling Law for Time Series Forecasting
by: Shi, Jingzhe, et al.
Published: (2024)

Bridging Classification and Reconstruction: Cooperative Time Series Anomaly Detection
by: Tang, Qideng, et al.
Published: (2026)

Causally-Aware Unsupervised Feature Selection Learning
by: Shen, Zongxin, et al.
Published: (2024)

UMOD: A Novel and Effective Urban Metro Origin-Destination Flow Prediction Method
by: Xie, Peng, et al.
Published: (2024)

DQE: A Semantic-Aware Evaluation Metric for Time Series Anomaly Detection
by: Li, Yuewei, et al.
Published: (2026)

Multi-scale Spatio-temporal Transformer-based Imbalanced Longitudinal Learning for Glaucoma Forecasting from Irregular Time Series Images
by: Yang, Xikai, et al.
Published: (2024)

Self-supervised Contrastive Learning for Implicit Collaborative Filtering
by: Song, Shipeng, et al.
Published: (2024)

Crime Forecasting: A Spatio-temporal Analysis with Deep Learning Models
by: Mao, Li, et al.
Published: (2025)

E2USD: Efficient-yet-effective Unsupervised State Detection for Multivariate Time Series
by: Lai, Zhichen, et al.
Published: (2024)

Nested Spatio-Temporal Time Series Forecasting
by: Ai, Yinghao, et al.
Published: (2026)

Fully Automated Correlated Time Series Forecasting in Minutes
by: Wu, Xinle, et al.
Published: (2024)

Enhancing Spatio-temporal Quantile Forecasting with Curriculum Learning: Lessons Learned
by: Yin, Du, et al.
Published: (2024)

DarkFarseer: Robust Spatio-temporal Kriging under Graph Sparsity and Noise
by: Liang, Zhuoxuan, et al.
Published: (2025)

Continual Learning for Smart City: A Survey
by: Yang, Li, et al.
Published: (2024)

Evolving Multi-Scale Normalization for Time Series Forecasting under Distribution Shifts
by: Qin, Dalin, et al.
Published: (2024)

STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting
by: Wang, Yulong, et al.
Published: (2025)

Selective Learning for Deep Time Series Forecasting
by: Fu, Yisong, et al.
Published: (2025)

TRUST-FS: Tensorized Reliable Unsupervised Multi-View Feature Selection for Incomplete Data
by: Lu, Minghui, et al.
Published: (2025)

Differential Flatness-based Fast Trajectory Planning for Fixed-wing Unmanned Aerial Vehicles
by: Li, Junzhi, et al.
Published: (2024)

SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting
by: Zou, Xiaobei, et al.
Published: (2023)

Gaussian Process Latent Variable Modeling for Few-shot Time Series Forecasting
by: Cheng, Yunyao, et al.
Published: (2022)

DRAN: A Distribution and Relation Adaptive Network for Spatio-temporal Forecasting
by: Zou, Xiaobei, et al.
Published: (2025)

Dynamic Granularity Matters: Rethinking Vision Transformers Beyond Fixed Patch Splitting
by: Yu, Qiyang, et al.
Published: (2025)

Data Driven Decision Making with Time Series and Spatio-temporal Data
by: Yang, Bin, et al.
Published: (2025)

Beyond Pixels: Introducing Geometric-Semantic World Priors for Video-based Embodied Models via Spatio-temporal Alignment
by: Tang, Jinzhou, et al.
Published: (2025)

A Survey of Route Recommendations: Methods, Applications, and Opportunities
by: Zhang, Shiming, et al.
Published: (2024)

Decorrelating the Future: Joint Frequency Domain Learning for Spatio-temporal Forecasting
by: Wang, Zepu, et al.
Published: (2026)

STEMO: Early Spatio-temporal Forecasting with Multi-Objective Reinforcement Learning
by: Shao, Wei, et al.
Published: (2024)

Does Scaling Law Apply in Time Series Forecasting?
by: Li, Zeyan, et al.
Published: (2025)

Beyond Model Ranking: Predictability-Aligned Evaluation for Time Series Forecasting
by: Feng, Wanjin, et al.
Published: (2025)

Beyond MSE: Ordinal Cross-Entropy for Probabilistic Time Series Forecasting
by: Wang, Jieting, et al.
Published: (2025)

Conditional Lagrangian Wasserstein Flow for Time Series Imputation
by: Qian, Weizhu, et al.
Published: (2024)

Addressing Concept Shift in Online Time Series Forecasting: Detect-then-Adapt
by: Zhang, YiFan, et al.
Published: (2024)

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// 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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