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Bibliographic Details
Main Authors:	Adesunkanmi, Rahmat K., Brandt, Alexander W., Deylami, Masoud, Echeverri, Gustavo A. Giraldo, Karbasian, Hamidreza, Alaeddini, Adel
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence Systems and Control
Online Access:	https://arxiv.org/abs/2508.18284
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Operator-Theoretic Joint Estimation of Aging-Aware State of Charge and Control-Informed State of Health
by: Adesunkanmi, Rahmat K., et al.
Published: (2025)

Kolmogorov-Arnold Networks-Based Tolerance-Aware Manufacturability Assessment Integrating Design-for-Manufacturing Principles
by: Deylami, Masoud, et al.
Published: (2026)

NeuroKoopman Dynamic Causal Discovery
by: Adesunkanmi, Rahmat, et al.
Published: (2024)

Root Cause Analysis of Hydrogen Bond Separation in Spatio-Temporal Molecular Dynamics using Causal Models
by: Adesunkanmi, Rahmat K., et al.
Published: (2025)

Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking
by: Chen, Xin, et al.
Published: (2023)

Sequence-to-Sequence Multi-Modal Speech In-Painting
by: Elyaderani, Mahsa Kadkhodaei, et al.
Published: (2024)

Emotion Detection in Reddit: Comparative Study of Machine Learning and Deep Learning Techniques
by: Alaeddini, Maliheh
Published: (2024)

Robust Multi-Modal Speech In-Painting: A Sequence-to-Sequence Approach
by: Elyaderani, Mahsa Kadkhodaei, et al.
Published: (2024)

A High-Performance External Validity Index for Clustering with a Large Number of Clusters
by: Karbasian, Mohammad Yasin, et al.
Published: (2024)

GSA-Forecaster: Forecasting Graph-Based Time-Dependent Data with Graph Sequence Attention
by: Li, Yang, et al.
Published: (2021)

Semantic-Aware Dynamic and Distributed Power Allocation: a Multi-UAV Area Coverage Use Case
by: Mazandarani, Hamidreza, et al.
Published: (2025)

The Impact of Role Design in In-Context Learning for Large Language Models
by: Rouzegar, Hamidreza, et al.
Published: (2025)

Enhancing Text Classification through LLM-Driven Active Learning and Human Annotation
by: Rouzegar, Hamidreza, et al.
Published: (2024)

DASSF: Dynamic-Attention Scale-Sequence Fusion for Aerial Object Detection
by: Li, Haodong, et al.
Published: (2024)

Multi-Source and Multi-Sequence Myocardial Pathology Segmentation Using a Cascading Refinement CNN
by: Thaler, Franz, et al.
Published: (2024)

Generalized Navier-Stokes equations, associated with the Dolbeault complex
by: Alexander, Shlapunov, et al.
Published: (2025)

Sequence Complementor: Complementing Transformers For Time Series Forecasting with Learnable Sequences
by: Chen, Xiwen, et al.
Published: (2025)

Continuous-Time Attention: PDE-Guided Mechanisms for Long-Sequence Transformers
by: Zhang, Yukun, et al.
Published: (2025)

Linear Attention Sequence Parallelism
by: Sun, Weigao, et al.
Published: (2024)

Duality of Navier-Stokes to a one-dimensional system
by: Migdal, Alexander
Published: (2024)

Long Sequence Modeling with Attention Tensorization: From Sequence to Tensor Learning
by: Feng, Aosong, et al.
Published: (2024)

Fourier-Mixed Window Attention: Accelerating Informer for Long Sequence Time-Series Forecasting
by: Tran, Nhat Thanh, et al.
Published: (2023)

Local Attention Mechanism: Boosting the Transformer Architecture for Long-Sequence Time Series Forecasting
by: Aguilera-Martos, Ignacio, et al.
Published: (2024)

Calibrated Probabilistic Forecasts for Arbitrary Sequences
by: Marx, Charles, et al.
Published: (2024)

Few-Shot Referring Video Single- and Multi-Object Segmentation via Cross-Modal Affinity with Instance Sequence Matching
by: Liu, Heng, et al.
Published: (2025)

Learning by Aligning 2D Skeleton Sequences and Multi-Modality Fusion
by: Tran, Quoc-Huy, et al.
Published: (2023)

A novel reliability analysis approach for multi‐component systems with stochastic dependency and functional relationships
by: Karim Atashgar, et al.
Published: (2024)

AttnGen: Attention-Guided Saliency Learning for Interpretable Genomic Sequence Classification
by: Nia, Rayhaneh Shabani, et al.
Published: (2026)

Schrödinger-Navier-Stokes Equation for the Quantum Simulation of Navier-Stokes Flows
by: Cappelli, Luca, et al.
Published: (2026)

Three-dimensional Navier-Stokes-Biot coupling via a moving reticular plate interface: existence of weak solutions
by: Brandt, Felix, et al.
Published: (2025)

Nurse-in-the-Loop Artificial Intelligence for Precision Management of Type 2 Diabetes in a Clinical Trial Utilizing Transfer-Learned Predictive Digital Twin
by: Faruqui, Syed Hasib Akhter, et al.
Published: (2024)

Sequence-to-Sequence Models with Attention Mechanistically Map to the Architecture of Human Memory Search
by: Salvatore, Nikolaus, et al.
Published: (2025)

Attention Xception UNet (AXUNet): A Novel Combination of CNN and Self-Attention for Brain Tumor Segmentation
by: Moodi, Farzan, et al.
Published: (2025)

A Modal One-Way Navier-Stokes Approach to Modelling Non-Modal Boundary Layer Instabilities
by: Badcock, E. J., et al.
Published: (2025)

Order of Compression: A Systematic and Optimal Sequence to Combinationally Compress CNN
by: Shen, Yingtao, et al.
Published: (2024)

MAMI: Multi-Attentional Mutual-Information for Long Sequence Neuron Captioning
by: Fauzulhaq, Alfirsa Damasyifa, et al.
Published: (2024)

The Compressible Navier-Stokes Equations on the Multi-Connected Domains
by: Fan, Xinyu, et al.
Published: (2024)

Multi-Modal Representation Learning for Molecular Property Prediction: Sequence, Graph, Geometry
by: Wang, Zeyu, et al.
Published: (2024)

Interacting Diffusion Processes for Event Sequence Forecasting
by: Zeng, Mai, 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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