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Bibliographic Details
Main Authors:	Khungurn, Pramook, Piyawongwisal, Pratch, Sriswasdi, Sira, Suwajanakorn, Supasorn
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2505.01169
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LUSD: Localized Update Score Distillation for Text-Guided Image Editing
by: Chinchuthakun, Worameth, et al.
Published: (2025)

DiffusionLight-Turbo: Accelerated Light Probes for Free via Single-Pass Chrome Ball Inpainting
by: Chinchuthakun, Worameth, et al.
Published: (2025)

DiffusionLight: Light Probes for Free by Painting a Chrome Ball
by: Phongthawee, Pakkapon, et al.
Published: (2023)

Terminal Velocity Matching
by: Zhou, Linqi, et al.
Published: (2025)

DiFaReli++: Diffusion Face Relighting with Consistent Cast Shadows
by: Ponglertnapakorn, Puntawat, et al.
Published: (2023)

Geometric Erasure by Contrastive Velocity Matching in Rectified Flows
by: Grebe, Jonas Henry, et al.
Published: (2026)

Path-Guided Flow Matching for Dataset Distillation
by: Li, Xuhui, et al.
Published: (2026)

Score Distillation of Flow Matching Models
by: Zhou, Mingyuan, et al.
Published: (2025)

PI-Mamba: Linear-Time Protein Backbone Generation via Spectrally Initialized Flow Matching
by: Wu, Tianyu, et al.
Published: (2026)

DiffSDA: Unsupervised Diffusion Sequential Disentanglement Across Modalities
by: Zisling, Hedi, et al.
Published: (2025)

Trajectory Flow Matching with Applications to Clinical Time Series Modeling
by: Zhang, Xi, et al.
Published: (2024)

From Navigation to Refinement: Revealing the Two-Stage Nature of Flow-based Diffusion Models through Oracle Velocity
by: Liu, Haoming, et al.
Published: (2025)

PrismFlow: Residual Dynamics for Flow Matching in Time-Series Generation
by: Zhang, Junru, et al.
Published: (2026)

Distillation of Large Language Models via Concrete Score Matching
by: Kim, Yeongmin, et al.
Published: (2025)

Compose Yourself: Average-Velocity Flow Matching for One-Step Speech Enhancement
by: Yang, Gang, et al.
Published: (2025)

Energy Matching: Unifying Flow Matching and Energy-Based Models for Generative Modeling
by: Balcerak, Michal, et al.
Published: (2025)

MeanCache: From Instantaneous to Average Velocity for Accelerating Flow Matching Inference
by: Gao, Huanlin, et al.
Published: (2026)

Generative Modeling with Continuous Flows: Sample Complexity of Flow Matching
by: Gaur, Mudit, et al.
Published: (2025)

FlowDistill: Scalable Traffic Flow Prediction via Distillation from LLMs
by: Yu, Chenyang, et al.
Published: (2025)

Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting
by: Kollovieh, Marcel, et al.
Published: (2024)

Drift Flow Matching
by: Ma, Chenrui, et al.
Published: (2026)

Discrete Flow Matching
by: Gat, Itai, et al.
Published: (2024)

Trajectory as the Teacher: Few-Step Discrete Flow Matching via Energy-Navigated Distillation
by: Monsefi, Amin Karimi, et al.
Published: (2026)

Edit Flows: Flow Matching with Edit Operations
by: Havasi, Marton, et al.
Published: (2025)

Towards Stable and Structured Time Series Generation with Perturbation-Aware Flow Matching
by: Zhang, Jintao, et al.
Published: (2025)

GSTAM: Efficient Graph Distillation with Structural Attention-Matching
by: Rasti-Meymandi, Arash, et al.
Published: (2024)

Flow Matching on General Geometries
by: Chen, Ricky T. Q., et al.
Published: (2023)

Distilling Genomic Models for Efficient mRNA Representation Learning via Embedding Matching
by: Haidari, Rasched, et al.
Published: (2026)

ContinualFlow: Learning and Unlearning with Neural Flow Matching
by: Simone, Lorenzo, et al.
Published: (2025)

Flow to Learn: Flow Matching on Neural Network Parameters
by: Saragih, Daniel, et al.
Published: (2025)

Diffusion and Flow Matching Models for Tabular Data: A Survey
by: Li, Zhong, et al.
Published: (2025)

Fine-tuning Flow Matching Generative Models with Intermediate Feedback
by: Fan, Jiajun, et al.
Published: (2025)

A Theoretical Analysis of Discrete Flow Matching Generative Models
by: Su, Maojiang, et al.
Published: (2025)

Fisher Flow Matching for Generative Modeling over Discrete Data
by: Davis, Oscar, et al.
Published: (2024)

Space Group Conditional Flow Matching
by: Puny, Omri, et al.
Published: (2025)

Operator Flow Matching for Timeseries Forecasting
by: Lee, Yolanne Yi Ran, et al.
Published: (2025)

Diversified Flow Matching with Translation Identifiability
by: Shrestha, Sagar, et al.
Published: (2025)

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

Mean Flow Policy with Instantaneous Velocity Constraint for One-step Action Generation
by: Zhan, Guojian, 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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