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Bibliographic Details
Main Authors:	Yu, Liang, Tu, Lai, Bai, Xiang
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Information Retrieval
Online Access:	https://arxiv.org/abs/2503.08328
Tags:	Add Tag No Tags, Be the first to tag this record!

TLCCSP: A Scalable Framework for Enhancing Time Series Forecasting with Time-Lagged Cross-Correlations
by: Wu, Jianfei, et al.
Published: (2025)

Retrieval Augmented Time Series Forecasting
by: Han, Sungwon, et al.
Published: (2025)

Scalable Transformer for High Dimensional Multivariate Time Series Forecasting
by: Zhou, Xin, et al.
Published: (2024)

Retrieval Mechanisms Surpass Long-Context Scaling in Time Series Forecasting
by: Ahuja, Rishi, et al.
Published: (2026)

Adaptive Convolutional Forecasting Network Based on Time Series Feature-Driven
by: Zhang, Dandan, et al.
Published: (2024)

Tackling Data Heterogeneity in Federated Time Series Forecasting
by: Yuan, Wei, et al.
Published: (2024)

RATSF: Empowering Customer Service Volume Management through Retrieval-Augmented Time-Series Forecasting
by: Wang, Tianfeng, et al.
Published: (2024)

MoTime: A Dataset Suite for Multimodal Time Series Forecasting
by: Zhou, Xin, et al.
Published: (2025)

Continuous-time Autoencoders for Regular and Irregular Time Series Imputation
by: Wi, Hyowon, et al.
Published: (2023)

Temporal Streaming Batch Principal Component Analysis for Time Series Classification
by: Yan, Enshuo, et al.
Published: (2024)

ASTRA: Accurate and Scalable ANNS-based Training of Extreme Classifiers
by: Mehta, Sonu, et al.
Published: (2024)

Distribution Agnostic Symbolic Representations for Time Series Dimensionality Reduction and Online Anomaly Detection
by: Bountrogiannis, Konstantinos, et al.
Published: (2021)

Uncovering Causal Drivers of Energy Efficiency for Industrial Process in Foundry via Time-Series Causal Inference
by: Ma, Zhipeng, et al.
Published: (2025)

Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly Detection
by: Wang, Yuanyi, et al.
Published: (2024)

Linear-Time Graph Neural Networks for Scalable Recommendations
by: Zhang, Jiahao, et al.
Published: (2024)

CAMEF: Causal-Augmented Multi-Modality Event-Driven Financial Forecasting by Integrating Time Series Patterns and Salient Macroeconomic Announcements
by: Zhang, Yang, et al.
Published: (2025)

Dynamic Sparse Causal-Attention Temporal Networks for Interpretable Causality Discovery in Multivariate Time Series
by: Zerkouk, Meriem, et al.
Published: (2025)

Knowledge-Aware Multi-Intent Contrastive Learning for Multi-Behavior Recommendation
by: Liang, Shunpan, et al.
Published: (2024)

Multi-Channel Hypergraph Contrastive Learning for Matrix Completion
by: Li, Xiang, et al.
Published: (2024)

Scalable In-context Ranking with Generative Models
by: Gupta, Nilesh, et al.
Published: (2025)

Save, Revisit, Retain: A Scalable Framework for Enhancing User Retention in Large-Scale Recommender Systems
by: Jiang, Weijie, et al.
Published: (2025)

In-context Contrastive Learning for Event Causality Identification
by: Liang, Chao, et al.
Published: (2024)

Watermarking Large Language Model-based Time Series Forecasting
by: Yuan, Wei, et al.
Published: (2025)

A Defect is Being Born: How Close Are We? A Time Sensitive Forecasting Approach
by: Robredo, Mikel, et al.
Published: (2026)

Probabilistic Rank and Reward: A Scalable Model for Slate Recommendation
by: Aouali, Imad, et al.
Published: (2022)

Towards Scalable Semantic Representation for Recommendation
by: Zhang, Taolin, et al.
Published: (2024)

Multi-Graph Co-Training for Capturing User Intent in Session-based Recommendation
by: Yang, Zhe, et al.
Published: (2024)

Modeling the Heterogeneous Duration of User Interest in Time-Dependent Recommendation: A Hidden Semi-Markov Approach
by: Zhang, Haidong, et al.
Published: (2024)

A Scalable Crawling Algorithm Utilizing Noisy Change-Indicating Signals
by: Busa-Fekete, Róbert, et al.
Published: (2025)

Towards More Robust and Accurate Sequential Recommendation with Cascade-guided Adversarial Training
by: Tan, Juntao, et al.
Published: (2023)

Multiple Models for Recommending Temporal Aspects of Entities
by: Nguyen, Tu, et al.
Published: (2018)

Recommending Composite Items Using Multi-Level Preference Information: A Joint Interaction Modeling Approach
by: Bi, Xuan, et al.
Published: (2026)

Frequency-aware Graph Signal Processing for Collaborative Filtering
by: Xia, Jiafeng, et al.
Published: (2024)

RMBRec: Robust Multi-Behavior Recommendation towards Target Behaviors
by: Cai, Miaomiao, et al.
Published: (2026)

Scalable Bayesian Optimization with Sparse Gaussian Process Models
by: Yang, Ang
Published: (2020)

Resolution-Aware Retrieval Augmented Zero-Shot Forecasting
by: Deznabi, Iman, et al.
Published: (2025)

The Future is Sparse: Embedding Compression for Scalable Retrieval in Recommender Systems
by: Kasalický, Petr, et al.
Published: (2025)

Building a Scalable, Effective, and Steerable Search and Ranking Platform
by: Celikik, Marjan, et al.
Published: (2024)

Domain-Adaptive and Scalable Dense Retrieval for Content-Based Recommendation
by: Pandey, Mritunjay
Published: (2026)

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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