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Main Authors:	Yuan, Yuan, Ding, Jingtao, Feng, Jie, Jin, Depeng, Li, Yong
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2402.11838
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Spatio-Temporal Few-Shot Learning via Diffusive Neural Network Generation
by: Yuan, Yuan, 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)

UniMove: A Unified Model for Multi-city Human Mobility Prediction
by: Han, Chonghua, et al.
Published: (2025)

Diffusion Transformers as Open-World Spatiotemporal Foundation Models
by: Yuan, Yuan, et al.
Published: (2024)

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

Large-scale Urban Facility Location Selection with Knowledge-informed Reinforcement Learning
by: Su, Hongyuan, et al.
Published: (2024)

Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length
by: Yu, Zihan, et al.
Published: (2024)

Noise Matters: Diffusion Model-based Urban Mobility Generation with Collaborative Noise Priors
by: Zhang, Yuheng, et al.
Published: (2024)

Damba-ST: Domain-Adaptive Mamba for Efficient Urban Spatio-Temporal Prediction
by: An, Rui, et al.
Published: (2025)

MoveFM-R: Advancing Mobility Foundation Models via Language-driven Semantic Reasoning
by: Meng, Fanjin, et al.
Published: (2025)

Unveiling the Power of Noise Priors: Enhancing Diffusion Models for Mobile Traffic Prediction
by: Sheng, Zhi, et al.
Published: (2025)

EasyST: A Simple Framework for Spatio-Temporal Prediction
by: Tang, Jiabin, et al.
Published: (2024)

ST-HCSS: Deep Spatio-Temporal Hypergraph Convolutional Neural Network for Soft Sensing
by: Tew, Hwa Hui, et al.
Published: (2025)

FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction
by: Li, Zhonghang, et al.
Published: (2024)

A Universal Model for Human Mobility Prediction
by: Long, Qingyue, et al.
Published: (2024)

A Graph Prompt Fine-Tuning Method for WSN Spatio-Temporal Correlation Anomaly Detection
by: Ye, Miao, et al.
Published: (2026)

Collaborative Deterministic-Probabilistic Forecasting for Diverse Spatiotemporal Systems
by: Sheng, Zhi, et al.
Published: (2025)

FairDRL-ST: Disentangled Representation Learning for Fair Spatio-Temporal Mobility Prediction
by: Zhao, Sichen, et al.
Published: (2025)

Memory-enhanced Invariant Prompt Learning for Urban Flow Prediction under Distribution Shifts
by: Jiang, Haiyang, et al.
Published: (2024)

CityGPT: Empowering Urban Spatial Cognition of Large Language Models
by: Feng, Jie, et al.
Published: (2024)

ST-LINK: Spatially-Aware Large Language Models for Spatio-Temporal Forecasting
by: Jeon, Hyotaek, et al.
Published: (2025)

Estimating On-road Transportation Carbon Emissions from Open Data of Road Network and Origin-destination Flow Data
by: Zeng, Jinwei, et al.
Published: (2024)

UrbanFM: Scaling Urban Spatio-Temporal Foundation Models
by: Chen, Wei, et al.
Published: (2026)

UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting
by: Liu, Xu, et al.
Published: (2023)

ST-LoRA: Low-rank Adaptation for Spatio-Temporal Forecasting
by: Ruan, Weilin, et al.
Published: (2024)

ST-GRIT: Spatio-Temporal Graph Transformer For Internal Ice Layer Thickness Prediction
by: Liu, Zesheng, et al.
Published: (2025)

Understanding World or Predicting Future? A Comprehensive Survey of World Models
by: Ding, Jingtao, et al.
Published: (2024)

ST-GraphNet: A Spatio-Temporal Graph Neural Network for Understanding and Predicting Automated Vehicle Crash Severity
by: Mimi, Mahmuda Sultana, et al.
Published: (2025)

Spatio-Temporal Conformal Prediction for Power Outage Data
by: Jiang, Hanyang, et al.
Published: (2024)

UrbanGraph: Physics-Informed Spatio-Temporal Dynamic Heterogeneous Graphs for Urban Microclimate Prediction
by: Xin, Weilin, et al.
Published: (2025)

OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction
by: Li, Zhonghang, et al.
Published: (2024)

ChaosNexus: A Foundation Model for ODE-based Chaotic System Forecasting with Hierarchical Multi-scale Awareness
by: Liu, Chang, et al.
Published: (2025)

STRelay: A Universal Spatio-Temporal Relaying Framework for Location Prediction over Human Trajectory Data
by: Deng, Bangchao, et al.
Published: (2025)

Fine-Tuning Flow Matching via Maximum Likelihood Estimation of Reconstructions
by: Li, Zhaoyi, et al.
Published: (2025)

D-FaST: Cognitive Signal Decoding with Disentangled Frequency-Spatial-Temporal Attention
by: Chen, Weiguo, et al.
Published: (2024)

Deep Reinforcement Learning for Demand Driven Services in Logistics and Transportation Systems: A Survey
by: Zong, Zefang, et al.
Published: (2021)

UniPredict: Large Language Models are Universal Tabular Classifiers
by: Wang, Ruiyu, et al.
Published: (2023)

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

Breaking Data Silos: Towards Open and Scalable Mobility Foundation Models via Generative Continual Learning
by: Yuan, Yuan, 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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