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Bibliographic Details
Main Authors:	Fan, Jinfu, Zhong, Xiaohui, Ren, Kangrui, Li, Jiangnan, Huang, Linqing
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2507.00411
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Dynamic Visual-semantic Alignment for Zero-shot Learning with Ambiguous Labels
by: Li, Jiangnan, et al.
Published: (2026)

Calibratable Disambiguation Loss for Multi-Instance Partial-Label Learning
by: Tang, Wei, et al.
Published: (2025)

Amortized Variational Inference for Partial-Label Learning: A Probabilistic Approach to Label Disambiguation
by: Fuchs, Tobias, et al.
Published: (2025)

A Deep Model for Partial Multi-Label Image Classification with Curriculum Based Disambiguation
by: Sun, Feng, et al.
Published: (2022)

Hierarchical Multi-Label Generation with Probabilistic Level-Constraint
by: Chen, Linqing, et al.
Published: (2025)

Feature-Label Modal Alignment for Robust Partial Multi-Label Learning
by: Chen, Yu, et al.
Published: (2026)

Bringing Clustering to MLL: Weakly-Supervised Clustering for Partial Multi-Label Learning
by: Chen, Yu, et al.
Published: (2026)

Exploiting the Potential Supervision Information of Clean Samples in Partial Label Learning
by: Wang, Guangtai, et al.
Published: (2025)

Graph Partial Label Learning with Potential Cause Discovering
by: Gao, Hang, et al.
Published: (2024)

Investigating ECG Diagnosis with Ambiguous Labels using Partial Label Learning
by: Rahmani, Sana, et al.
Published: (2025)

Exploiting Conjugate Label Information for Multi-Instance Partial-Label Learning
by: Tang, Wei, et al.
Published: (2024)

Partial-Label Learning with Conformal Candidate Cleaning
by: Fuchs, Tobias, et al.
Published: (2025)

Partial-Label Learning with a Reject Option
by: Fuchs, Tobias, et al.
Published: (2024)

Partial Label Clustering
by: Xie, Yutong, et al.
Published: (2025)

Noise-Resistant Label Reconstruction Feature Selection for Partial Multi-Label Learning
by: Gao, Wanfu, et al.
Published: (2025)

FuXi-RTM: A Physics-Guided Prediction Framework with Radiative Transfer Modeling
by: Huang, Qiusheng, et al.
Published: (2025)

Multi-Instance Partial-Label Learning with Margin Adjustment
by: Tang, Wei, et al.
Published: (2025)

Realistic Evaluation of Deep Partial-Label Learning Algorithms
by: Wang, Wei, et al.
Published: (2025)

Tuning the Right Foundation Models is What you Need for Partial Label Learning
by: He, Kuang, et al.
Published: (2025)

An Unbiased Risk Estimator for Partial Label Learning with Augmented Classes
by: Hu, Jiayu, et al.
Published: (2024)

GBRIP: Granular Ball Representation for Imbalanced Partial Label Learning
by: Huang, Jintao, et al.
Published: (2024)

FedRS-Bench: Realistic Federated Learning Datasets and Benchmarks in Remote Sensing
by: Zhao, Haodong, et al.
Published: (2025)

SOAR: Self-Correction for Optimal Alignment and Refinement in Diffusion Models
by: Qin, You, et al.
Published: (2026)

Robust Partial-Label Learning by Leveraging Class Activation Values
by: Fuchs, Tobias, et al.
Published: (2025)

Semi-supervised Contrastive Learning Using Partial Label Information
by: Hansen, Colin B., et al.
Published: (2020)

From Twitter to Reasoner: Understand Mobility Travel Modes and Sentiment Using Large Language Models
by: Ruan, Kangrui, et al.
Published: (2024)

Pseudo-labelling meets Label Smoothing for Noisy Partial Label Learning
by: Saravanan, Darshana, et al.
Published: (2024)

Rethinking Self-Distillation: Label Averaging and Enhanced Soft Label Refinement with Partial Labels
by: Jeong, Hyeonsu, et al.
Published: (2024)

Appeal: Allow Mislabeled Samples the Chance to be Rectified in Partial Label Learning
by: Si, Chongjie, et al.
Published: (2023)

LabObf: A Label Protection Scheme for Vertical Federated Learning Through Label Obfuscation
by: He, Ying, et al.
Published: (2024)

Self-Comparison for Dataset-Level Membership Inference in Large (Vision-)Language Models
by: Ren, Jie, et al.
Published: (2024)

Beyond Binary: Turning Partial Success into Dense Verifiable Rewards for Reinforcement Learning in Code Generation
by: Wang, Longwen, et al.
Published: (2026)

CroSel: Cross Selection of Confident Pseudo Labels for Partial-Label Learning
by: Tian, Shiyu, et al.
Published: (2023)

Batch Bayesian Active Learning with Partial Batch Label Sampling
by: Hu, Kangping, et al.
Published: (2025)

Feature selection strategies for optimized heart disease diagnosis using ML and DL models
by: Ahmad, Bilal, et al.
Published: (2025)

Label-Noise Robust Diffusion Models
by: Na, Byeonghu, et al.
Published: (2024)

AviaSafe: A Physics-Informed Data-Driven Model for Aviation Safety-Critical Cloud Forecasts
by: Zhu, Zijian, et al.
Published: (2026)

Learnability with Partial Labels and Adaptive Nearest Neighbors
by: Errandonea, Nicolas A., et al.
Published: (2026)

Reduction-based Pseudo-label Generation for Instance-dependent Partial Label Learning
by: Qiao, Congyu, 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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