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Bibliographic Details
Main Authors:	Dai, Ben-Ao, Lyu, Nengchao, Miao, Yongchao
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2501.00756
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DG-STMTL: A Novel Graph Convolutional Network for Multi-Task Spatio-Temporal Traffic Forecasting
by: Cui, Wanna, et al.
Published: (2025)

PGCN: Progressive Graph Convolutional Networks for Spatial-Temporal Traffic Forecasting
by: Shin, Yuyol, et al.
Published: (2022)

Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting
by: Liu, Aoyu, et al.
Published: (2022)

Spatio-Temporal Graph Convolutional Networks: Optimised Temporal Architecture
by: Turner, Edward
Published: (2025)

Navigating Spatio-Temporal Heterogeneity: A Graph Transformer Approach for Traffic Forecasting
by: Zhou, Jianxiang, et al.
Published: (2024)

Causally-Aware Spatio-Temporal Multi-Graph Convolution Network for Accurate and Reliable Traffic Prediction
by: Dong, Pingping, et al.
Published: (2024)

SpecSTG: A Fast Spectral Diffusion Framework for Probabilistic Spatio-Temporal Traffic Forecasting
by: Lin, Lequan, et al.
Published: (2024)

COOL: A Conjoint Perspective on Spatio-Temporal Graph Neural Network for Traffic Forecasting
by: Ju, Wei, et al.
Published: (2024)

WEST GCN-LSTM: Weighted Stacked Spatio-Temporal Graph Neural Networks for Regional Traffic Forecasting
by: Theodoropoulos, Theodoros, et al.
Published: (2024)

Double-Diffusion: ODE-Prior Accelerated Diffusion Models for Spatio-Temporal Graph Forecasting
by: Dong, Hanlin, et al.
Published: (2025)

Wavelet-Inspired Multiscale Graph Convolutional Recurrent Network for Traffic Forecasting
by: Qian, Qipeng, et al.
Published: (2024)

Variational Mode-Driven Graph Convolutional Network for Spatiotemporal Traffic Forecasting
by: Ahmad, Osama, et al.
Published: (2024)

Temporal Graph MLP Mixer for Spatio-Temporal Forecasting
by: Bilal, Muhammad, et al.
Published: (2025)

Spatio-Temporal Partial Sensing Forecast for Long-term Traffic
by: Liu, Zibo, et al.
Published: (2024)

Temporal Graph Learning Recurrent Neural Network for Traffic Forecasting
by: Lee, Sanghyun, et al.
Published: (2024)

NRFormer: Nationwide Nuclear Radiation Forecasting with Spatio-Temporal Transformer
by: Lyu, Tengfei, et al.
Published: (2024)

Riemannian Liquid Spatio-Temporal Graph Network
by: Lu, Liangsi, et al.
Published: (2026)

Graph Convolutional Network With Pattern-Spatial Interactive and Regional Awareness for Traffic Forecasting
by: Ji, Xinyu, et al.
Published: (2025)

Spatio-Temporal Graph Convolutional Networks for EV Charging Demand Forecasting Using Real-World Multi-Modal Data Integration
by: Tupayachi, Jose, et al.
Published: (2025)

RAST: A Retrieval Augmented Spatio-Temporal Framework for Traffic Prediction
by: Ruan, Weilin, et al.
Published: (2025)

Knowledge Distillation on Spatial-Temporal Graph Convolutional Network for Traffic Prediction
by: Izadi, Mohammad, et al.
Published: (2024)

Faster Synchronous On-Policy RL via Straggler-Aware Group Sizing
by: Khan, Azal Ahmad, et al.
Published: (2026)

U-STS-LLM A Unified Spatio-Temporal Steered Large Language Model for Traffic Prediction and Imputation
by: Zhang, Yichen, et al.
Published: (2026)

VN-Net: Vision-Numerical Fusion Graph Convolutional Network for Sparse Spatio-Temporal Meteorological Forecasting
by: Xiong, Yutong, et al.
Published: (2024)

Deep Multi-View Channel-Wise Spatio-Temporal Network for Traffic Flow Prediction
by: Miao, Hao, et al.
Published: (2024)

Faster Graph Embeddings via Coarsening
by: Fahrbach, Matthew, et al.
Published: (2020)

STLGRU: Spatio-Temporal Lightweight Graph GRU for Traffic Flow Prediction
by: Bhaumik, Kishor Kumar, et al.
Published: (2022)

Spatio-Temporal Graph Neural Network for Urban Spaces: Interpolating Citywide Traffic Volume
by: Kaiser, Silke K., et al.
Published: (2025)

Faster Verified Explanations for Neural Networks
by: De Palma, Alessandro, et al.
Published: (2025)

Long-Horizon Traffic Forecasting via Incident-Aware Conformal Spatio-Temporal Transformers
by: Patil, Mayur, et al.
Published: (2026)

Sim-MSTNet: sim2real based Multi-task SpatioTemporal Network Traffic Forecasting
by: Ma, Hui, et al.
Published: (2026)

RSTGCN: Railway-centric Spatio-Temporal Graph Convolutional Network for Train Delay Prediction
by: Chowdhury, Koyena, et al.
Published: (2025)

A Dynamic Stiefel Graph Neural Network for Efficient Spatio-Temporal Time Series Forecasting
by: Zheng, Jiankai, et al.
Published: (2025)

Efficient Traffic Forecasting on Large-Scale Road Network by Regularized Adaptive Graph Convolution
by: Wu, Kaiqi, et al.
Published: (2025)

Faster Local Solvers for Graph Diffusion Equations
by: Bai, Jiahe, et al.
Published: (2024)

Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction
by: Kralj, Ivan, et al.
Published: (2024)

UniST-Pred: A Robust Unified Framework for Spatio-Temporal Traffic Forecasting in Transportation Networks Under Disruptions
by: Wang, Yue, et al.
Published: (2026)

SPADE: Faster Drug Discovery by Learning from Sparse Data
by: Nandakumar, Rahul, et al.
Published: (2026)

STGAtt: A Spatial-Temporal Unified Graph Attention Network for Traffic Flow Forecasting
by: Liang, Zhuding, et al.
Published: (2025)

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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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