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Bibliographic Details
Main Authors:	Choi, Jinyoung, Kang, Junoh, Han, Bohyung
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2504.01855
Tags:	Add Tag No Tags, Be the first to tag this record!

FIFO-Diffusion: Generating Infinite Videos from Text without Training
by: Kim, Jihwan, et al.
Published: (2024)

MCL-GAN: Generative Adversarial Networks with Multiple Specialized Discriminators
by: Choi, Jinyoung, et al.
Published: (2021)

STR-Match: Matching SpatioTemporal Relevance Score for Training-Free Video Editing
by: Lee, Junsung, et al.
Published: (2025)

ICM-SR: Image-Conditioned Manifold Regularization for Image Super-Resolution
by: Kang, Junoh, et al.
Published: (2025)

Communication-Efficient Federated Learning with Accelerated Client Gradient
by: Kim, Geeho, et al.
Published: (2022)

MEP: Multiple Kernel Learning Enhancing Relative Positional Encoding Length Extrapolation
by: Gao, Weiguo
Published: (2024)

Unlocking the Potential of Continual Model Merging: An ODE Perspective
by: Lin, Lihong, et al.
Published: (2026)

Neural ODE Transformers: Analyzing Internal Dynamics and Adaptive Fine-tuning
by: Tong, Anh, et al.
Published: (2025)

Mesa-Extrapolation: A Weave Position Encoding Method for Enhanced Extrapolation in LLMs
by: Ma, Xin, et al.
Published: (2024)

Merge and Bound: Direct Manipulations on Weights for Class Incremental Learning
by: Kim, Taehoon, et al.
Published: (2025)

The Road Less Traveled: Enhancing Exploration in LLMs via Sequential Sampling
by: Kang, Shijia, et al.
Published: (2025)

Inconsistencies In Consistency Models: Better ODE Solving Does Not Imply Better Samples
by: Vouitsis, Noël, et al.
Published: (2024)

Wavelet-Enhanced Neural ODE and Graph Attention for Interpretable Energy Forecasting
by: Joy, Usman Gani
Published: (2025)

SPIN-ODE: Stiff Physics-Informed Neural ODE for Chemical Reaction Rate Estimation
by: Peng, Wenqing, et al.
Published: (2025)

LASS-ODE: Scaling ODE Computations to Connect Foundation Models with Dynamical Physical Systems
by: Li, Haoran, et al.
Published: (2026)

Angle Domain Guidance: Latent Diffusion Requires Rotation Rather Than Extrapolation
by: Jin, Cheng, et al.
Published: (2025)

Multi-Value Alignment for LLMs via Value Decorrelation and Extrapolation
by: Xu, Hefei, et al.
Published: (2025)

SAFLEX: Self-Adaptive Augmentation via Feature Label Extrapolation
by: Ding, Mucong, et al.
Published: (2024)

Automated Discovery of Conservation Laws via Hybrid Neural ODE-Transformers
by: Doshi, Vivan
Published: (2025)

A comparative study of NeuralODE and Universal ODE approaches to solving Chandrasekhar White Dwarf equation
by: Martinez, Raymundo Vazquez, et al.
Published: (2024)

DPAC: Distribution-Preserving Adversarial Control for Diffusion Sampling
by: Lee, Han-Jin, et al.
Published: (2025)

The Extrapolation Power of Implicit Models
by: Decugis, Juliette, et al.
Published: (2024)

Identifying Representations for Intervention Extrapolation
by: Saengkyongam, Sorawit, et al.
Published: (2023)

Mitigating Time Discretization Challenges with WeatherODE: A Sandwich Physics-Driven Neural ODE for Weather Forecasting
by: Liu, Peiyuan, et al.
Published: (2024)

Neural ODE and SDE Models for Adaptation and Planning in Model-Based Reinforcement Learning
by: Han, Chao, et al.
Published: (2026)

AGDC: Autoregressive Generation of Variable-Length Sequences with Joint Discrete and Continuous Spaces
by: Shin, Yeonsang, et al.
Published: (2026)

Inverting Data Transformations via Diffusion Sampling
by: Kim, Jinwoo, et al.
Published: (2026)

Gradient Extrapolation-Based Policy Optimization
by: Swapnil, Ismam Nur, et al.
Published: (2026)

Architecture-Aware Learning Curve Extrapolation via Graph Ordinary Differential Equation
by: Ding, Yanna, et al.
Published: (2024)

Latent Bayesian Optimization via Autoregressive Normalizing Flows
by: Lee, Seunghun, et al.
Published: (2025)

TabularMath: Evaluating Computational Extrapolation in Tabular Learning via Program-Verified Synthesis
by: Cheng, Zerui, et al.
Published: (2026)

On Tuning Neural ODE for Stability, Consistency and Faster Convergence
by: Akhtar, Sheikh Waqas
Published: (2023)

Coupled Data and Measurement Space Dynamics for Enhanced Diffusion Posterior Sampling
by: Hamidi, Shayan Mohajer, et al.
Published: (2025)

Towards Understanding Extrapolation: a Causal Lens
by: Kong, Lingjing, et al.
Published: (2025)

Diverging Flows: Detecting Extrapolations in Conditional Generation
by: Tsakonas, Constantinos, et al.
Published: (2026)

Anon: Extrapolating Adaptivity Beyond SGD and Adam
by: Zhang, Yiheng, et al.
Published: (2026)

Neural Algorithmic Reasoning with Multiple Correct Solutions
by: Kujawa, Zeno, et al.
Published: (2024)

A Neural ODE Approach to Aircraft Flight Dynamics Modelling
by: Jarry, Gabriel, et al.
Published: (2025)

The ODE Method for Stochastic Approximation and Reinforcement Learning with Markovian Noise
by: Liu, Shuze Daniel, 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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