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Bibliographic Details
Main Authors:	Yu, En, Lu, Jie, Zhang, Bin, Zhang, Guangquan
Format:	Preprint
Published:	2023
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2312.10841
Tags:	Add Tag No Tags, Be the first to tag this record!

Generalized Incremental Learning under Concept Drift across Evolving Data Streams
by: Yu, En, et al.
Published: (2025)

Learning Robust Spectral Dynamics for Temporal Domain Generalization
by: Yu, En, et al.
Published: (2025)

Autonomous Concept Drift Threshold Determination
by: Lu, Pengqian, et al.
Published: (2025)

Autonomous Drift Learning in Data Streams: A Unified Perspective
by: Yang, Xiaoyu, et al.
Published: (2026)

A Behavior-Aware Approach for Deep Reinforcement Learning in Non-stationary Environments without Known Change Points
by: Liu, Zihe, et al.
Published: (2024)

Autonomous Source Knowledge Selection in Multi-Domain Adaptation
by: Li, Keqiuyin, et al.
Published: (2025)

Early Concept Drift Detection via Prediction Uncertainty
by: Lu, Pengqian, et al.
Published: (2024)

Online Drift Detection with Maximum Concept Discrepancy
by: Wan, Ke, et al.
Published: (2024)

Learning Unbiased Cluster Descriptors for Interpretable Imbalanced Concept Drift Detection
by: Zhang, Yiqun, et al.
Published: (2026)

Holistic Continual Learning under Concept Drift with Adaptive Memory Realignment
by: Ashrafee, Alif, et al.
Published: (2025)

Online Detection of Water Contamination Under Concept Drift
by: Li, Jin, et al.
Published: (2025)

FLAME: Adaptive and Reactive Concept Drift Mitigation for Federated Learning Deployments
by: Mavromatis, Ioannis, et al.
Published: (2024)

Privacy-Utility Trade-off in Data Publication: A Bilevel Optimization Framework with Curvature-Guided Perturbation
by: Yin, Yi, et al.
Published: (2025)

Lyapunov-Stable Adaptive Control for Multimodal Concept Drift
by: Pan, Tianyu Bell, et al.
Published: (2025)

RCCDA: Adaptive Model Updates in the Presence of Concept Drift under a Constrained Resource Budget
by: Piaseczny, Adam, et al.
Published: (2025)

Turning Drift into Constraint: Robust Reasoning Alignment in Non-Stationary Multi-Stream Environments
by: Yang, Xiaoyu, et al.
Published: (2025)

Optimized Deep Learning Models for Malware Detection under Concept Drift
by: Maillet, William, et al.
Published: (2023)

OLC-WA: Drift Aware Tuning-Free Online Classification with Weighted Average
by: Shaira, Mohammad Abu, et al.
Published: (2025)

Deep Learning-Driven Malware Classification with API Call Sequence Analysis and Concept Drift Handling
by: Gond, Bishwajit Prasad, et al.
Published: (2025)

CORAL: Concept Drift Representation Learning for Co-evolving Time-series
by: Xu, Kunpeng, et al.
Published: (2025)

Adaptive Policy Selection and Fine-Tuning under Interaction Budgets for Offline-to-Online Reinforcement Learning
by: Bozkurt, Alper Kamil, et al.
Published: (2026)

Joint Detection of Fraud and Concept Drift inOnline Conversations with LLM-Assisted Judgment
by: Senol, Ali, et al.
Published: (2025)

Unsupervised Concept Drift Detection from Deep Learning Representations in Real-time
by: Greco, Salvatore, et al.
Published: (2024)

Flow-based Policy With Distributional Reinforcement Learning in Trajectory Optimization
by: Hao, Ruijie, et al.
Published: (2026)

Keep Rehearsing and Refining: Lifelong Learning Vehicle Routing under Continually Drifting Tasks
by: Pei, Jiyuan, et al.
Published: (2026)

Explaining Concept Drift through the Evolution of Group Counterfactuals
by: Stępka, Ignacy, et al.
Published: (2025)

Proactive Model Adaptation Against Concept Drift for Online Time Series Forecasting
by: Zhao, Lifan, et al.
Published: (2024)

Heterogeneous Information-Bottleneck Coordination Graphs for Multi-Agent Reinforcement Learning
by: Duan, Wei, et al.
Published: (2026)

AKBR: Learning Adaptive Kernel-based Representations for Graph Classification
by: Qian, Feifei, et al.
Published: (2024)

AdaFed: Fair Federated Learning via Adaptive Common Descent Direction
by: Hamidi, Shayan Mohajer, et al.
Published: (2024)

Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space
by: Qu, Xingwei, et al.
Published: (2025)

Topology Reorganized Graph Contrastive Learning with Mitigating Semantic Drift
by: Zhang, Jiaqiang, et al.
Published: (2024)

Beyond Parameter Finetuning: Test-Time Representation Refinement for Node Classification
by: Zhang, Jiaxin, et al.
Published: (2026)

Adaptive Online Mirror Descent for Tchebycheff Scalarization in Multi-Objective Learning
by: Liu, Meitong, et al.
Published: (2024)

WormKAN: Are KAN Effective for Identifying and Tracking Concept Drift in Time Series?
by: Xu, Kunpeng, et al.
Published: (2024)

Reinforcement Learning with Curriculum-inspired Adaptive Direct Policy Guidance for Truck Dispatching
by: Meng, Shi, et al.
Published: (2025)

Extension OL-MDISF: Online Learning from Mix-Typed, Drifted, and Incomplete Streaming Features
by: Zhuo, Shengda, et al.
Published: (2025)

Online Control of Adaptive Large Neighborhood Search using Deep Reinforcement Learning
by: Reijnen, Robbert, et al.
Published: (2022)

Adaptive Conformal Guidance for Learning under Uncertainty
by: Liu, Rui, et al.
Published: (2025)

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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