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Main Authors:	Shi, Long, Tang, Chuanqing, Deng, Huangyi, Xu, Cai, Xing, Lei, Chen, Badong
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2411.03713
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Enhanced Latent Multi-view Subspace Clustering
by: Shi, Long, et al.
Published: (2023)

RSEA-MVGNN: Multi-View Graph Neural Network with Reliable Structural Enhancement and Aggregation
by: Chen, Junyu, et al.
Published: (2024)

Tensor-based Graph Learning with Consistency and Specificity for Multi-view Clustering
by: Shi, Long, et al.
Published: (2024)

Towards Comprehensive Information-theoretic Multi-view Learning
by: Shi, Long, et al.
Published: (2025)

Discovering Common Information in Multi-view Data
by: Zhang, Qi, et al.
Published: (2024)

Nonlinear subspace clustering by functional link neural networks
by: Shi, Long, et al.
Published: (2024)

Dynamic Evidence Decoupling for Trusted Multi-view Learning
by: Liu, Ying, et al.
Published: (2024)

Trusted Multi-view Learning under Noisy Supervision
by: Zhang, Yilin, et al.
Published: (2024)

Restricted Minimum Error Entropy Criterion for Robust Classification
by: Li, Yuanhao, et al.
Published: (2019)

Are Independently Estimated View Uncertainties Comparable? Unified Routing for Trusted Multi-View Classification
by: Zhang, Yilin, et al.
Published: (2026)

Spiking Neural Networks with Temporal Attention-Guided Adaptive Fusion for imbalanced Multi-modal Learning
by: Shen, Jiangrong, et al.
Published: (2025)

A Hybrid Strategy for Probabilistic Forecasting and Trading of Aggregated Wind-Solar Power: Design and Analysis in HEFTCom2024
by: Pu, Chuanqing, et al.
Published: (2025)

Global Graph Propagation with Hierarchical Information Transfer for Incomplete Contrastive Multi-view Clustering
by: Chao, Guoqing, et al.
Published: (2025)

CI-GNN: A Granger Causality-Inspired Graph Neural Network for Interpretable Brain Network-Based Psychiatric Diagnosis
by: Zheng, Kaizhong, et al.
Published: (2023)

Correntropy-Based Logistic Regression with Automatic Relevance Determination for Robust Sparse Brain Activity Decoding
by: Li, Yuanhao, et al.
Published: (2022)

Generalized Cauchy-Schwarz Divergence and Its Deep Learning Applications
by: Lu, Mingfei, et al.
Published: (2024)

Dual-Path Stable Soft Prompt Generation for Domain Generalization
by: Zhang, Yuedi, et al.
Published: (2025)

Causal Inference, Biomarker Discovery, Graph Neural Network, Feature Selection
by: Lan, Chaowang, et al.
Published: (2025)

Predict-then-Optimize for Seaport Power-Logistics Scheduling: Generalization across Varying Tasks Stream
by: Pu, Chuanqing, et al.
Published: (2025)

Cost-TrustFL: Cost-Aware Hierarchical Federated Learning with Lightweight Reputation Evaluation across Multi-Cloud
by: Yang, Jixiao, et al.
Published: (2025)

Fairness-Aware Multi-view Evidential Learning with Adaptive Prior
by: Chen, Haishun, et al.
Published: (2025)

PROTOCOL: Partial Optimal Transport-enhanced Contrastive Learning for Imbalanced Multi-view Clustering
by: Xue, Xuqian, et al.
Published: (2025)

Fedcompass: Federated Clustered and Periodic Aggregation Framework for Hybrid Classical-Quantum Models
by: Wang, Yueheng, et al.
Published: (2026)

Multi-view Fuzzy Graph Attention Networks for Enhanced Graph Learning
by: Xing, Jinming, et al.
Published: (2024)

AdaMuS: Adaptive Multi-view Sparsity Learning for Dimensionally Unbalanced Data
by: Xu, Cai, et al.
Published: (2026)

Jacobian Regularizer-based Neural Granger Causality
by: Zhou, Wanqi, et al.
Published: (2024)

Multi-view Granular-ball Contrastive Clustering
by: Su, Peng, et al.
Published: (2024)

Mask-informed Deep Contrastive Incomplete Multi-view Clustering
by: Li, Zhenglai, et al.
Published: (2025)

Multi-group Learning for Hierarchical Groups
by: Deng, Samuel, et al.
Published: (2024)

PromptTA: Prompt-driven Text Adapter for Source-free Domain Generalization
by: Zhang, Haoran, et al.
Published: (2024)

Who to Trust? Aggregating Client Predictions in Federated Distillation
by: Kovalchuk, Viktor, et al.
Published: (2025)

Multi-view Clustering via Unified Multi-kernel Learning and Matrix Factorization
by: Jia, Chenxing, et al.
Published: (2024)

Learning to Trust Experience: A Monitor-Trust-Regulator Framework for Learning under Unobservable Feedback Reliability
by: Zhang, Zhipeng, et al.
Published: (2026)

Trust Region On-Policy Distillation
by: Xing, Xingrun, et al.
Published: (2026)

Enforcing Consistency and Fairness in Multi-level Hierarchical Classification with a Mask-based Output Layer
by: Chen, Shijing, et al.
Published: (2025)

A Semi-Supervised Federated Learning Framework with Hierarchical Clustering Aggregation for Heterogeneous Satellite Networks
by: Liu, Zhuocheng, et al.
Published: (2025)

Joint Learning of Unsupervised Multi-view Feature and Instance Co-selection with Cross-view Imputation
by: Cai, Yuxin, et al.
Published: (2025)

An Oversampling-enhanced Multi-class Imbalanced Classification Framework for Patient Health Status Prediction Using Patient-reported Outcomes
by: Yan, Yang, et al.
Published: (2024)

Uncertainty-Aware Multi-view Arrhythmia Classification from ECG
by: Ashhad, Mohd, 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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