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Bibliographic Details
Main Authors:	Jeon, Jinsung, Park, Noseong
Format:	Preprint
Published:	2022
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2206.14464
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Physics-Guided Geometric Diffusion for Macro Placement Generation
by: Yoon, Jongho, et al.
Published: (2026)

How Many Experts Are Enough? Towards Optimal Semantic Specialization for Mixture-of-Experts
by: Park, Sumin, et al.
Published: (2025)

HINTS: Extraction of Human Insights from Time-Series Without External Sources
by: Jhin, Sheo Yon, et al.
Published: (2025)

Learning Advanced Self-Attention for Linear Transformers in the Singular Value Domain
by: Wi, Hyowon, et al.
Published: (2025)

Graph Signal Processing Meets Mamba2: Adaptive Filter Bank via Delta Modulation
by: Shin, Yehjin, et al.
Published: (2026)

Neural Functions for Learning Periodic Signal
by: Cho, Woojin, et al.
Published: (2025)

Are Graph Transformers Necessary? Efficient Long-Range Message Passing with Fractal Nodes in MPNNs
by: Choi, Jeongwhan, et al.
Published: (2025)

PANDA: Expanded Width-Aware Message Passing Beyond Rewiring
by: Choi, Jeongwhan, et al.
Published: (2024)

PIORF: Physics-Informed Ollivier-Ricci Flow for Long-Range Interactions in Mesh Graph Neural Networks
by: Yu, Youn-Yeol, et al.
Published: (2025)

MaD-Scientist: AI-based Scientist solving Convection-Diffusion-Reaction Equations Using Massive PINN-Based Prior Data
by: Kang, Mingu, et al.
Published: (2024)

RDGCL: Reaction-Diffusion Graph Contrastive Learning for Recommendation
by: Choi, Jeongwhan, et al.
Published: (2023)

The Safety-Aware Denoiser for Text Diffusion Models
by: Yusuf, Amman, et al.
Published: (2026)

Can TabPFN Compete with GNNs for Node Classification via Graph Tabularization?
by: Choi, Jeongwhan, et al.
Published: (2025)

TV-Rec: Time-Variant Convolutional Filter for Sequential Recommendation
by: Shin, Yehjin, et al.
Published: (2025)

An Attentive Inductive Bias for Sequential Recommendation beyond the Self-Attention
by: Shin, Yehjin, et al.
Published: (2023)

E$^{2}$GAN: Efficient Training of Efficient GANs for Image-to-Image Translation
by: Gong, Yifan, et al.
Published: (2024)

Straight-Line Diffusion Model for Efficient 3D Molecular Generation
by: Ni, Yuyan, et al.
Published: (2025)

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models
by: Sebag, Ilana, et al.
Published: (2025)

Deep SPI: Safe Policy Improvement via World Models
by: Delgrange, Florent, et al.
Published: (2025)

Data Cleansing for GANs
by: Terashita, Naoyuki, et al.
Published: (2025)

Generalized Regression with Conditional GANs
by: Jobson, Deddy, et al.
Published: (2024)

SVD-AE: Simple Autoencoders for Collaborative Filtering
by: Hong, Seoyoung, et al.
Published: (2024)

SCONE: A Novel Stochastic Sampling to Generate Contrastive Views and Hard Negative Samples for Recommendation
by: Lee, Chaejeong, et al.
Published: (2024)

Graph Convolutions Enrich the Self-Attention in Transformers!
by: Choi, Jeongwhan, et al.
Published: (2023)

Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts
by: Li, Leyang, et al.
Published: (2025)

EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost
by: Heo, Jaeseung, et al.
Published: (2023)

GANs Conditioning Methods: A Survey
by: Bourou, Anis, et al.
Published: (2024)

Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models
by: Arriola, Marianne, et al.
Published: (2025)

Advancements in Generative AI: A Comprehensive Review of GANs, GPT, Autoencoders, Diffusion Model, and Transformers
by: Bengesi, Staphord, et al.
Published: (2023)

DDTR: Diffusion Denoising Trace Recovery
by: Matyash, Maximilian, et al.
Published: (2025)

Generalized Interpolating Discrete Diffusion
by: von Rütte, Dimitri, et al.
Published: (2025)

Physics-informed Diffusion Generation for Geomagnetic Map Interpolation
by: Li, Wenda, et al.
Published: (2026)

Airfoil Diffusion: Denoising Diffusion Model For Conditional Airfoil Generation
by: Graves, Reid, et al.
Published: (2024)

Structured Diffusion Bridges: Inductive Bias for Denoising Diffusion Bridges
by: Kosman, Eitan, et al.
Published: (2026)

Improving Discrete Optimisation Via Decoupled Straight-Through Estimator
by: Shah, Rushi, et al.
Published: (2024)

Bridging Dynamic Factor Models and Neural Controlled Differential Equations for Nowcasting GDP
by: Lim, Seonkyu, et al.
Published: (2024)

Forget and Explain: Transparent Verification of GNN Unlearning
by: Ahsan, Imran, et al.
Published: (2025)

Debiasing Online Preference Learning via Preference Feature Preservation
by: Kim, Dongyoung, et al.
Published: (2025)

Exponential capacity scaling of classical GANs compared to hybrid latent style-based quantum GANs
by: Liepelt, Milan, 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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