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Bibliographic Details
Main Author:	Zhao, Xingyu
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2502.14833
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A Concise yet Effective model for Non-Aligned Incomplete Multi-view and Missing Multi-label Learning
by: Li, Xiang, et al.
Published: (2020)

ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models
by: Dumitru, Razvan-Gabriel, et al.
Published: (2025)

PRBench: A Standardized Probabilistic Robustness Benchmark
by: Zhang, Yi, et al.
Published: (2025)

Non-Parametric Probabilistic Robustness: A Conservative Risk Estimator under Unknown Perturbation Distributions
by: Wang, Zheng, et al.
Published: (2025)

ULTHO: Ultra-Lightweight yet Efficient Hyperparameter Optimization in Deep Reinforcement Learning
by: Yuan, Mingqi, et al.
Published: (2025)

CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing
by: Cheng, Sikai, et al.
Published: (2025)

MGSER-SAM: Memory-Guided Soft Experience Replay with Sharpness-Aware Optimization for Enhanced Continual Learning
by: Li, Xingyu, et al.
Published: (2024)

Probabilistic Learning and Generation in Deep Sequence Models
by: Chen, Wenlong
Published: (2026)

SPGCL: Simple yet Powerful Graph Contrastive Learning via SVD-Guided Structural Perturbation
by: Deng, Hao, et al.
Published: (2026)

ProTIP: Probabilistic Robustness Verification on Text-to-Image Diffusion Models against Stochastic Perturbation
by: Zhang, Yi, et al.
Published: (2024)

Linearizing Models for Efficient yet Robust Private Inference
by: Sarkar, Sreetama, et al.
Published: (2024)

CausalBench: A Comprehensive Benchmark for Causal Learning Capability of LLMs
by: Zhou, Yu, et al.
Published: (2024)

A Concise Review of Hallucinations in LLMs and their Mitigation
by: Pulkundwar, Parth, et al.
Published: (2025)

Quantum Deep Learning: A Comprehensive Review
by: Ji, Yanjun, et al.
Published: (2026)

Understanding and Improving Adversarial Robustness of Neural Probabilistic Circuits
by: Chen, Weixin, et al.
Published: (2025)

A Comprehensive Study of Deep Learning Model Fixing Approaches
by: You, Hanmo, et al.
Published: (2025)

Deep Neural Operator Learning for Probabilistic Models
by: Bayraktar, Erhan, et al.
Published: (2025)

Federated Generalised Variational Inference: A Robust Probabilistic Federated Learning Framework
by: Mildner, Terje, et al.
Published: (2025)

Evidential Deep Learning for Probabilistic Modelling of Extreme Storm Events
by: Khot, Ayush, et al.
Published: (2024)

STDDN: A Physics-Guided Deep Learning Framework for Crowd Simulation
by: Liu, Zijin, et al.
Published: (2026)

Deep Learning in Earthquake Engineering: A Comprehensive Review
by: Xie, Yazhou
Published: (2024)

Robust Probabilistic Shielding for Safe Offline Reinforcement Learning
by: Galesloot, Maris F. L., et al.
Published: (2026)

Navigating Uncertainties in Machine Learning for Structural Dynamics: A Comprehensive Survey of Probabilistic and Non-Probabilistic Approaches in Forward and Inverse Problems
by: Yan, Wang-Ji, et al.
Published: (2024)

Knitting Robots: A Deep Learning Approach for Reverse-Engineering Fabric Patterns
by: Sheng, Haoliang, et al.
Published: (2025)

DexRay: A Simple, yet Effective Deep Learning Approach to Android Malware Detection based on Image Representation of Bytecode
by: Daoudi, Nadia, et al.
Published: (2021)

A Concise Mathematical Description of Active Inference in Discrete Time
by: van Oostrum, Jesse, et al.
Published: (2024)

DHG-Bench: A Comprehensive Benchmark for Deep Hypergraph Learning
by: Li, Fan, et al.
Published: (2025)

Deep Learning Advancements in Anomaly Detection: A Comprehensive Survey
by: Huang, Haoqi, et al.
Published: (2025)

Randomness Helps Rigor: A Probabilistic Learning Rate Scheduler Bridging Theory and Deep Learning Practice
by: Devapriya, Dahlia, et al.
Published: (2024)

SimVPv2: Towards Simple yet Powerful Spatiotemporal Predictive Learning
by: Tan, Cheng, et al.
Published: (2022)

Scalable Label Distribution Learning for Multi-Label Classification
by: Zhao, Xingyu, et al.
Published: (2023)

Learning to Guide Local Search for MPE Inference in Probabilistic Graphical Models
by: Malhotra, Brij, et al.
Published: (2026)

A Comprehensive Survey on Deep Graph Representation Learning
by: Ju, Wei, et al.
Published: (2023)

Observation-Guided Diffusion Probabilistic Models
by: Kang, Junoh, et al.
Published: (2023)

DeepDFA: Automata Learning through Neural Probabilistic Relaxations
by: Umili, Elena, et al.
Published: (2024)

Graph Ranking Contrastive Learning: A Extremely Simple yet Efficient Method
by: Hu, Yulan, et al.
Published: (2023)

Concise One-Layer Transformers Can Do Function Evaluation (Sometimes)
by: Strobl, Lena, et al.
Published: (2025)

mlr3summary: Concise and interpretable summaries for machine learning models
by: Dandl, Susanne, et al.
Published: (2024)

Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods
by: Liang, Shuming, et al.
Published: (2024)

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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