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Bibliographic Details
Main Authors:	Luo, Fei, Zhao, Ziwei, Wang, Mingxuan, Li, Duoyang, Qian, Zhe, Tuo, Jiayi, Zhou, Chenyue, Ma, Yanbiao
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2512.07208
Tags:	Add Tag No Tags, Be the first to tag this record!

Energy Guided Geometric Flow Matching
by: Zweig, Aaron, et al.
Published: (2025)

Geometric Knowledge-Guided Localized Global Distribution Alignment for Federated Learning
by: Ma, Yanbiao, et al.
Published: (2025)

Robust Graph Condensation via Classification Complexity Mitigation
by: Luo, Jiayi, et al.
Published: (2025)

ScDiVa: Masked Discrete Diffusion for Joint Modeling of Single-Cell Identity and Expression
by: Wang, Mingxuan, et al.
Published: (2026)

Prompt Learning for Generalized Vehicle Routing
by: Liu, Fei, et al.
Published: (2024)

Robust Graph Learning Against Adversarial Evasion Attacks via Prior-Free Diffusion-Based Structure Purification
by: Luo, Jiayi, et al.
Published: (2025)

HypoEval: Hypothesis-Guided Evaluation for Natural Language Generation
by: Li, Mingxuan, et al.
Published: (2025)

AutoFed: Personalized Federated Traffic Prediction via Adaptive Prompt
by: Zhao, Zijian, et al.
Published: (2025)

Batch Calibration: Rethinking Calibration for In-Context Learning and Prompt Engineering
by: Zhou, Han, et al.
Published: (2023)

FedModule: A Modular Federated Learning Framework
by: Chen, Chuyi, et al.
Published: (2024)

AtmosSci-Bench: Evaluating the Recent Advance of Large Language Model for Atmospheric Science
by: Li, Chenyue, et al.
Published: (2025)

RPGD: RANSAC-P3P Gradient Descent for Extrinsic Calibration in 3D Human Pose Estimation
by: Tuo, Zhanyu
Published: (2026)

Efficient Training of Large-Scale AI Models Through Federated Mixture-of-Experts: A System-Level Approach
by: Chen, Xiaobing, et al.
Published: (2025)

BadPromptFL: A Novel Backdoor Threat to Prompt-based Federated Learning in Multimodal Models
by: Zhang, Maozhen, et al.
Published: (2025)

LIX: Implicitly Infusing Spatial Geometric Prior Knowledge into Visual Semantic Segmentation for Autonomous Driving
by: Guo, Sicen, et al.
Published: (2024)

SLaB: Sparse-Lowrank-Binary Decomposition for Efficient Large Language Models
by: Li, Ziwei, et al.
Published: (2026)

Deep Reinforcement Learning from Hierarchical Preference Design
by: Bukharin, Alexander, et al.
Published: (2023)

Beyond Augmentation: Score-Guided Pathological Prior for EEG-based Depression Detection
by: Chen, Xiaojing, et al.
Published: (2026)

Prior-Guided Symbolic Regression: Towards Scientific Consistency in Equation Discovery
by: Xiao, Jing, et al.
Published: (2026)

Zero-shot Generalizable Graph Anomaly Detection with Mixture of Riemannian Experts
by: Zhao, Xinyu, et al.
Published: (2026)

A Huber Loss Minimization Approach to Byzantine Robust Federated Learning
by: Zhao, Puning, et al.
Published: (2023)

Prompts Generalize with Low Data: Non-vacuous Generalization Bounds for Optimizing Prompts with More Informative Priors
by: Madras, David, et al.
Published: (2025)

Geometric Insights into Focal Loss: Reducing Curvature for Enhanced Model Calibration
by: Kimura, Masanari, et al.
Published: (2024)

seeBias: A Comprehensive Tool for Assessing and Visualizing AI Fairness
by: Ning, Yilin, et al.
Published: (2025)

Learning from Risk: LLM-Guided Generation of Safety-Critical Scenarios with Prior Knowledge
by: Wang, Yuhang, et al.
Published: (2025)

Tree-based Models for Vertical Federated Learning: A Survey
by: Qian, Bingchen, et al.
Published: (2025)

FedNE: Surrogate-Assisted Federated Neighbor Embedding for Dimensionality Reduction
by: Li, Ziwei, et al.
Published: (2024)

Combining Priors with Experience: Confidence Calibration Based on Binomial Process Modeling
by: Dong, Jinzong, et al.
Published: (2024)

Guide: Generalized-Prior and Data Encoders for DAG Estimation
by: Roy, Amartya, et al.
Published: (2025)

Personalized Federated Continual Learning via Multi-granularity Prompt
by: Yu, Hao, et al.
Published: (2024)

Distilling Calibration via Conformalized Credal Inference
by: Huang, Jiayi, et al.
Published: (2025)

FedPaI: Achieving Extreme Sparsity in Federated Learning via Pruning at Initialization
by: Wang, Haonan, et al.
Published: (2025)

Dynamical Label Augmentation and Calibration for Noisy Electronic Health Records
by: Li, Yuhao, et al.
Published: (2025)

AccLLM: Accelerating Long-Context LLM Inference Via Algorithm-Hardware Co-Design
by: Liang, Yanbiao, et al.
Published: (2025)

Calibrating Bayesian Learning via Regularization, Confidence Minimization, and Selective Inference
by: Huang, Jiayi, et al.
Published: (2024)

Gradient-Congruity Guided Federated Sparse Training
by: Tian, Chris Xing, et al.
Published: (2024)

Physics-Guided Tiny-Mamba Transformer for Reliability-Aware Early Fault Warning
by: Li, Changyu, et al.
Published: (2026)

On the Opportunities of (Re)-Exploring Atmospheric Science by Foundation Models: A Case Study
by: Zhang, Lujia, et al.
Published: (2024)

Automatic Reward Shaping from Confounded Offline Data
by: Li, Mingxuan, et al.
Published: (2025)

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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