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Bibliographic Details
Main Authors:	Hou, Yaxin, Ma, Jun, Li, Hanyang, Han, Bo, Yu, Jie, Jia, Yuheng
Format:	Preprint
Published:	2026
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2605.07557
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Keep It on a Leash: Controllable Pseudo-label Generation Towards Realistic Long-Tailed Semi-Supervised Learning
by: Hou, Yaxin, et al.
Published: (2025)

DiCaP: Distribution-Calibrated Pseudo-labeling for Semi-Supervised Multi-Label Learning
by: Han, Bo, et al.
Published: (2025)

Language-Assisted Image Clustering Guided by Discriminative Relational Signals and Adaptive Semantic Centers
by: Ma, Jun, et al.
Published: (2026)

Robust Semi-Supervised Learning in Open Environments
by: Guo, Lan-Zhe, et al.
Published: (2024)

CAST: Causal Anchored Simplex Transport for Distribution-Valued Time Series
by: Lu, Jiecheng, et al.
Published: (2026)

Multi-View Semi-Supervised Label Distribution Learning with Local Structure Complementarity
by: Xiao, Yanshan, et al.
Published: (2025)

Quantitative Estimation of Target Task Performance from Unsupervised Pretext Task in Semi/Self-Supervised Learning
by: Jia, Lin-Han, et al.
Published: (2025)

USE: Uncertainty Structure Estimation for Robust Semi-Supervised Learning
by: Chen, Tsao-Lun, et al.
Published: (2026)

Concentration Distribution Learning from Label Distributions
by: Tang, Jiawei, et al.
Published: (2025)

Dual-Decoupling Learning and Metric-Adaptive Thresholding for Semi-Supervised Multi-Label Learning
by: Xiao, Jia-Hao, et al.
Published: (2024)

Distillation-Guided Structural Transfer for Continual Learning Beyond Sparse Distributed Memory
by: Xue, Huiyan, et al.
Published: (2025)

Semi-Supervised Generative Learning via Latent Space Distribution Matching
by: Chong, Kwong Yu, et al.
Published: (2026)

Context-Based Semantic-Aware Alignment for Semi-Supervised Multi-Label Learning
by: Fan, Heng-Bo, et al.
Published: (2024)

Locally Private Estimation with Public Features
by: Ma, Yuheng, et al.
Published: (2024)

SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning
by: Liu, Xinyang, et al.
Published: (2024)

Generalized Semi-Supervised Learning via Self-Supervised Feature Adaptation
by: Liang, Jiachen, et al.
Published: (2024)

Rethinking Open-World Semi-Supervised Learning: Distribution Mismatch and Inductive Inference
by: Park, Seongheon, et al.
Published: (2024)

Better Locally Private Sparse Estimation Given Multiple Samples Per User
by: Ma, Yuheng, et al.
Published: (2024)

Semi-Supervised Learning with Balanced Deep Representation Distributions
by: Li, Changchun, et al.
Published: (2026)

Spatial Conformal Inference through Localized Quantile Regression
by: Jiang, Hanyang, et al.
Published: (2024)

Label Distribution Learning from Logical Label
by: Jia, Yuheng, et al.
Published: (2023)

Anchored Supervised Fine-Tuning
by: Zhu, He, et al.
Published: (2025)

Beyond Rigid Alignment: Graph Federated Learning via Dual Manifold Calibration
by: Yu, Wentao, et al.
Published: (2026)

Distributed Estimation and Inference for Semi-parametric Binary Response Models
by: Chen, Xi, et al.
Published: (2022)

Inaccurate Label Distribution Learning with Dependency Noise
by: Kou, Zhiqiang, et al.
Published: (2024)

Semi-supervised Symmetric Non-negative Matrix Factorization with Low-Rank Tensor Representation
by: Jia, Yuheng, et al.
Published: (2024)

Semi-Supervised Quantile Estimation: Robust and Efficient Inference in High Dimensional Settings
by: Chakrabortty, Abhishek, et al.
Published: (2022)

Label Distribution Learning using the Squared Neural Family on the Probability Simplex
by: Zhang, Daokun, et al.
Published: (2024)

Density Ratio Estimation-based Bayesian Optimization with Semi-Supervised Learning
by: Kim, Jungtaek
Published: (2023)

Estimation and Inference in Distributional Reinforcement Learning
by: Zhang, Liangyu, et al.
Published: (2023)

Semi-Supervised Cross-Domain Imitation Learning
by: Chu, Li-Min, et al.
Published: (2026)

In-Context Semi-Supervised Learning
by: Fan, Jiashuo, et al.
Published: (2025)

Dual Simplex Volume Maximization for Simplex-Structured Matrix Factorization
by: Abdolali, Maryam, et al.
Published: (2024)

Semi-Supervised Risk Control via Prediction-Powered Inference
by: Einbinder, Bat-Sheva, et al.
Published: (2024)

Semi-Supervised Treatment Effect Estimation with Unlabeled Covariates for Prediction-Powered Causal Inference
by: Kato, Masahiro
Published: (2025)

SetAD: Semi-Supervised Anomaly Learning in Contextual Sets
by: Gao, Jianling, et al.
Published: (2025)

RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning
by: Han, Haorong, et al.
Published: (2024)

Leveraging Generative Adversarial Networks for Addressing Data Imbalance in Financial Market Supervision
by: Jiang, Mohan, et al.
Published: (2024)

Resonant Context Anchoring: Decoupling Attention Routing and Signal Gain at Inference Time
by: Zhao, Mingkuan, et al.
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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