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Main Authors:	Deng, Yingzhuo, Hu, Ke, Li, Bo, Zhang, Yao
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2408.12366
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Tuning-Free Online Robust Principal Component Analysis through Implicit Regularization
by: Jayalal, Lakshmi, et al.
Published: (2024)

Principal Component Analysis for Lunar Crater Detection
by: Driver, Travis, et al.
Published: (2026)

Hyperspectral Image Spectral-Spatial Feature Extraction via Tensor Principal Component Analysis
by: Ren, Yuemei, et al.
Published: (2024)

pcaGAN: Improving Posterior-Sampling cGANs via Principal Component Regularization
by: Bendel, Matthew C., et al.
Published: (2024)

An Element-Wise Weights Aggregation Method for Federated Learning
by: Hu, Yi, et al.
Published: (2024)

Unveiling the Hidden Structure of Self-Attention via Kernel Principal Component Analysis
by: Teo, Rachel S. Y., et al.
Published: (2024)

Randomized Principal Component Analysis for Hyperspectral Image Classification
by: Ustuner, Mustafa
Published: (2024)

Implementation of the Principal Component Analysis onto High-Performance Computer Facilities for Hyperspectral Dimensionality Reduction: Results and Comparisons
by: Martel, E., et al.
Published: (2024)

Deep Positive-Negative Prototypes for Adversarially Robust Discriminative Prototypical Learning
by: Sabzevar, Ramin Zarei, et al.
Published: (2025)

Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers
by: Sun, Wenju, et al.
Published: (2022)

Deep Image Segmentation via Discriminant Feature Learning
by: Sztamborski, Adam Dawid, et al.
Published: (2026)

Learning to Learn Weight Generation via Local Consistency Diffusion
by: Guan, Yunchuan, et al.
Published: (2025)

Understanding Deep Representation Learning via Layerwise Feature Compression and Discrimination
by: Wang, Peng, et al.
Published: (2023)

SelectMix: Enhancing Label Noise Robustness through Targeted Sample Mixing
by: Liu, Qiuhao, et al.
Published: (2025)

On the Transferability and Discriminability of Repersentation Learning in Unsupervised Domain Adaptation
by: Qiang, Wenwen, et al.
Published: (2025)

Asymptotic Unbiased Sample Sampling to Speed Up Sharpness-Aware Minimization
by: Deng, Jiaxin, et al.
Published: (2024)

Dirichlet-based Per-Sample Weighting by Transition Matrix for Noisy Label Learning
by: Bae, HeeSun, et al.
Published: (2024)

Attention-Based Variational Framework for Joint and Individual Components Learning with Applications in Brain Network Analysis
by: Zhang, Yifei, et al.
Published: (2026)

Effective Gradient Sample Size via Variation Estimation for Accelerating Sharpness aware Minimization
by: Deng, Jiaxin, et al.
Published: (2024)

Probabilistic Deep Discriminant Analysis for Wind Blade Segmentation
by: Pérez-Gonzalo, Raül, et al.
Published: (2026)

Shape Generation via Weight Space Learning
by: Plattner, Maximilian, et al.
Published: (2025)

Robust and Generalizable GNN Fine-Tuning via Uncertainty-aware Adapter Learning
by: Jiang, Bo, et al.
Published: (2025)

Bridging Generative and Discriminative Noisy-Label Learning via Direction-Agnostic EM Formulation
by: Liu, Fengbei, et al.
Published: (2023)

Discriminant Learning-based Colorspace for Blade Segmentation
by: Pérez-Gonzalo, Raül, et al.
Published: (2026)

You Only Look One Step: Accelerating Backpropagation in Diffusion Sampling with Gradient Shortcuts
by: Dou, Hongkun, et al.
Published: (2025)

Imbalance-Robust and Sampling-Efficient Continuous Conditional GANs via Adaptive Vicinity and Auxiliary Regularization
by: Ding, Xin, et al.
Published: (2025)

BadLabel: A Robust Perspective on Evaluating and Enhancing Label-noise Learning
by: Zhang, Jingfeng, et al.
Published: (2023)

Language-Driven Anchors for Zero-Shot Adversarial Robustness
by: Li, Xiao, et al.
Published: (2023)

Tool-R1: Sample-Efficient Reinforcement Learning for Agentic Tool Use
by: Zhang, Yabo, et al.
Published: (2025)

DaWin: Training-free Dynamic Weight Interpolation for Robust Adaptation
by: Oh, Changdae, et al.
Published: (2024)

Rejection Sampling IMLE: Designing Priors for Better Few-Shot Image Synthesis
by: Vashist, Chirag, et al.
Published: (2024)

Fun with Flags: Robust Principal Directions via Flag Manifolds
by: Mankovich, Nathan, et al.
Published: (2024)

Enhancing Certifiable Semantic Robustness via Robust Pruning of Deep Neural Networks
by: Hu, Hanjiang, et al.
Published: (2025)

Sensitivity as a Double-Edged Sword: A Trade-off Between Discriminability and Adversarial Robustness
by: Wang, Kai
Published: (2026)

NoT: Federated Unlearning via Weight Negation
by: Khalil, Yasser H., et al.
Published: (2025)

Direct Discriminative Optimization: Your Likelihood-Based Visual Generative Model is Secretly a GAN Discriminator
by: Zheng, Kaiwen, et al.
Published: (2025)

Learning Symmetries via Weight-Sharing with Doubly Stochastic Tensors
by: van der Linden, Putri A., et al.
Published: (2024)

Rehearsal-free and Task-free Online Continual Learning With Contrastive Prompt
by: Wang, Aopeng, et al.
Published: (2025)

Few-Shot Learning with Adaptive Weight Masking in Conditional GANs
by: Hu, Jiacheng, et al.
Published: (2024)

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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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