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Bibliographic Details
Main Authors:	Gao, Haotian, Jiang, Renhe, Dong, Zheng, Deng, Jinliang, Ma, Yuxin, Song, Xuan
Format:	Preprint
Published:	2023
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2312.00516
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Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning
by: Deng, Jiewen, et al.
Published: (2024)

How Different from the Past? Spatio-Temporal Time Series Forecasting with Self-Supervised Deviation Learning
by: Gao, Haotian, et al.
Published: (2025)

STGformer: Efficient Spatiotemporal Graph Transformer for Traffic Forecasting
by: Wang, Hongjun, et al.
Published: (2024)

Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
by: Deng, Jinliang, et al.
Published: (2023)

Robust Traffic Forecasting against Spatial Shift over Years
by: Wang, Hongjun, et al.
Published: (2024)

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

AutoSTF: Decoupled Neural Architecture Search for Cost-Effective Automated Spatio-Temporal Forecasting
by: Lyu, Tengfei, et al.
Published: (2024)

Evaluating the Generalization Ability of Spatiotemporal Model in Urban Scenario
by: Wang, Hongjun, et al.
Published: (2024)

Continuous Temporal Domain Generalization
by: Cai, Zekun, et al.
Published: (2024)

Unveiling the Inflexibility of Adaptive Embedding in Traffic Forecasting
by: Wang, Hongjun, et al.
Published: (2024)

Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting
by: Deng, Jinliang, et al.
Published: (2024)

Decoupling Exploration and Exploitation for Unsupervised Pre-training with Successor Features
by: Kim, JaeYoon, et al.
Published: (2024)

Interpretable Air Pollution Forecasting by Physics-Guided Spatiotemporal Decoupling
by: Zhang, Zhiguo, et al.
Published: (2025)

Routing Channel-Patch Dependencies in Time Series Forecasting with Graph Spectral Decomposition
by: Li, Dongyuan, et al.
Published: (2026)

Non-Homophilic Graph Pre-Training and Prompt Learning
by: Yu, Xingtong, et al.
Published: (2024)

DEPT: Decoupled Embeddings for Pre-training Language Models
by: Iacob, Alex, et al.
Published: (2024)

Extracting Spatiotemporal Data from Gradients with Large Language Models
by: Zheng, Lele, et al.
Published: (2024)

Motif-aware Attribute Masking for Molecular Graph Pre-training
by: Inae, Eric, et al.
Published: (2023)

Spatial-Temporal Cross-View Contrastive Pre-training for Check-in Sequence Representation Learning
by: Gong, Letian, et al.
Published: (2024)

PhaseFormer: From Patches to Phases for Efficient and Effective Time Series Forecasting
by: Niu, Yiming, et al.
Published: (2025)

MDAS-GNN: Multi-Dimensional Spatiotemporal GNN with Spatial Diffusion for Urban Traffic Risk Forecasting
by: Gao, Ziyuan
Published: (2025)

TripCast: Pre-training of Masked 2D Transformers for Trip Time Series Forecasting
by: Liao, Yuhua, et al.
Published: (2024)

diffIRM: A Diffusion-Augmented Invariant Risk Minimization Framework for Spatiotemporal Prediction over Graphs
by: Mo, Zhaobin, et al.
Published: (2024)

Decoupling Weighing and Selecting for Integrating Multiple Graph Pre-training Tasks
by: Fan, Tianyu, et al.
Published: (2024)

TCGPN: Temporal-Correlation Graph Pre-trained Network for Stock Forecasting
by: Yan, Wenbo, et al.
Published: (2024)

Utilizing Strategic Pre-training to Reduce Overfitting: Baguan -- A Pre-trained Weather Forecasting Model
by: Niu, Peisong, et al.
Published: (2025)

TrajGPT-R: Generating Urban Mobility Trajectory with Reinforcement Learning-Enhanced Generative Pre-trained Transformer
by: Wang, Jiawei, et al.
Published: (2026)

DeepRV: Accelerating Spatiotemporal Inference with Pre-trained Neural Priors
by: Navott, Jhonathan, et al.
Published: (2025)

Self-supervised Spatial-Temporal Learner for Precipitation Nowcasting
by: Li, Haotian, et al.
Published: (2024)

Towards Resilient Transportation: A Conditional Transformer for Accident-Informed Traffic Forecasting
by: Wang, Hongjun, et al.
Published: (2025)

PreMixer: MLP-Based Pre-training Enhanced MLP-Mixers for Large-scale Traffic Forecasting
by: Zhang, Tongtong, et al.
Published: (2024)

Frequency Enhanced Pre-training for Cross-city Few-shot Traffic Forecasting
by: Liu, Zhanyu, et al.
Published: (2024)

Is Pre-training Applicable to the Decoder for Dense Prediction?
by: Ning, Chao, et al.
Published: (2025)

ST-ReP: Learning Predictive Representations Efficiently for Spatial-Temporal Forecasting
by: Zheng, Qi, et al.
Published: (2024)

Spatiotemporal System Forecasting with Irregular Time Steps via Masked Autoencoder
by: Zhu, Kewei, et al.
Published: (2026)

Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering
by: Niu, Yiming, et al.
Published: (2025)

Pre-trained Molecular Language Models with Random Functional Group Masking
by: Peng, Tianhao, et al.
Published: (2024)

Pre-training Epidemic Time Series Forecasters with Compartmental Prototypes
by: Liu, Zewen, et al.
Published: (2025)

UniTE: A Survey and Unified Pipeline for Pre-training Spatiotemporal Trajectory Embeddings
by: Lin, Yan, 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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