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Bibliographic Details
Main Authors:	Yi, Gyeong Hoon, Choi, Jiwoo, Song, Hyeongyun, Miano, Olivia, Choi, Jaewoong, Bang, Kihoon, Lee, Byungju, Sohn, Seok Su, Buttler, David, Hiszpanski, Anna, Han, Sang Soo, Kim, Donghun
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2406.05431
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Conditional Unbalanced Optimal Transport Maps: An Outlier-Robust Framework for Conditional Generative Modeling
by: Yoon, Jiwoo, et al.
Published: (2026)

Text-to-Battery Recipe: A language modeling-based protocol for automatic battery recipe extraction and retrieval
by: Lee, Daeun, et al.
Published: (2024)

Neural Optimal Transport in Hilbert Spaces: Characterizing Spurious Solutions and Gaussian Smoothing
by: Choi, Jae-Hwan, et al.
Published: (2026)

Fairness of Automatic Speech Recognition: Looking Through a Philosophical Lens
by: Choi, Anna Seo Gyeong, et al.
Published: (2025)

Novelty-focused R&D landscaping using transformer and local outlier factor
by: Choi, Jaewoong
Published: (2024)

Scalable Simulation-free Entropic Unbalanced Optimal Transport
by: Choi, Jaemoo, et al.
Published: (2024)

Using ChatGPT for Science Learning: A Study on Pre-service Teachers' Lesson Planning
by: Lee, Gyeong-Geon, et al.
Published: (2024)

Least-Dissipation Interfaces in Fully Miscible Fluids
by: Choi, Gyeong Min, et al.
Published: (2025)

Demystifying Tacit Knowledge in Graphic Design: Characteristics, Instances, Approaches, and Guidelines
by: Son, Kihoon, et al.
Published: (2024)

Analyzing and Improving Optimal-Transport-based Adversarial Networks
by: Choi, Jaemoo, et al.
Published: (2023)

Overcoming Spurious Solutions in Semi-Dual Neural Optimal Transport: A Smoothing Approach for Learning the Optimal Transport Plan
by: Choi, Jaemoo, et al.
Published: (2025)

Generative Modeling through the Semi-dual Formulation of Unbalanced Optimal Transport
by: Choi, Jaemoo, et al.
Published: (2023)

Scalable Wasserstein Gradient Flow for Generative Modeling through Unbalanced Optimal Transport
by: Choi, Jaemoo, et al.
Published: (2024)

Improving Neural Optimal Transport via Displacement Interpolation
by: Choi, Jaemoo, et al.
Published: (2024)

Identifying Key Terms in Prompts for Relevance Evaluation with GPT Models
by: Jaekeol, Choi
Published: (2026)

Identifying Key Terms in Prompts for Relevance Evaluation with GPT Models
by: Choi, Jaekeol
Published: (2024)

Gauge-Equivariant Graph Networks via Self-Interference Cancellation
by: Choi, Yoonhyuk, et al.
Published: (2025)

Unlearning for One-Step Generative Models via Unbalanced Optimal Transport
by: Choi, Hyundo, et al.
Published: (2026)

PIAST: A Multimodal Piano Dataset with Audio, Symbolic and Text
by: Bang, Hayeon, et al.
Published: (2024)

Victims of the Itaewon crowd crush died twice: The role of justice beliefs (general vs. personal) and fatalism in predicting victim‐blaming
by: Hoon‐Seok Choi, et al.
Published: (2024)

Using GPT-4 to Augment Unbalanced Data for Automatic Scoring
by: Fang, Luyang, et al.
Published: (2023)

Optimal Impact Angle Guidance via First-Order Optimization under Nonconvex Constraints
by: Park, Gyubin, et al.
Published: (2023)

Realizing Visual Question Answering for Education: GPT-4V as a Multimodal AI
by: Lee, Gyeong-Geon, et al.
Published: (2024)

Listen through the Sound: Generative Speech Restoration Leveraging Acoustic Context Representation
by: Chung, Soo-Whan, et al.
Published: (2025)

Unsupervised Point Cloud Completion through Unbalanced Optimal Transport
by: Lee, Taekyung, et al.
Published: (2024)

Optimal path for Biomedical Text Summarization Using Pointer GPT
by: Han, Hyunkyung, et al.
Published: (2024)

GenQuery: Supporting Expressive Visual Search with Generative Models
by: Son, Kihoon, et al.
Published: (2023)

LP5X-PIM Sim: A High-Fidelity HW/SW Integrated Simulator for LPDDR5X-PIM
by: Cha, SangHoon, et al.
Published: (2026)

Powered Descent Guidance via First-Order Optimization with Expansive Projection
by: Choi, Jiwoo, et al.
Published: (2023)

Ordovician Bryozoa from the Llandeilo Limestone, Clog-y-fran, near Whitland, South Wales
by: Buttler, Caroline J.
Published: (1997)

BETA COROLLIFLORA
by: Buttler, Karl Peter
Published: (1975)

Design of reliable technology valuation model with calibrated machine learning of patent indicators
by: Lee, Seunghyun, et al.
Published: (2024)

Reweighted Flow Matching via Unbalanced OT for Label-free Long-tailed Generation
by: Song, Hyunsoo, et al.
Published: (2025)

Rate-Optimal Noise Annealing in Semi-Dual Neural Optimal Transport: Tangential Identifiability, Off-Manifold Ambiguity, and Guaranteed Recovery
by: Chu, Raymond, et al.
Published: (2026)

UOTIP: Unbalanced Optimal Transport Map for Unpaired Inverse Problems
by: Lee, Donggyu, et al.
Published: (2026)

SNP: Structured Neuron-level Pruning to Preserve Attention Scores
by: Shim, Kyunghwan, et al.
Published: (2024)

Early screening of potential breakthrough technologies with enhanced interpretability: A patent-specific hierarchical attention network model
by: Choi, Jaewoong, et al.
Published: (2024)

ChatGPT and Gemini participated in the Korean College Scholastic Ability Test -- Earth Science I
by: Ga, Seok-Hyun, et al.
Published: (2025)

Gemini Pro Defeated by GPT-4V: Evidence from Education
by: Lee, Gyeong-Geon, et al.
Published: (2023)

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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