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Main Authors:	Bhatnagar, Saakaar, Comerford, Andrew, Xu, Zelu, Polato, Davide Berti, Banaeizadeh, Araz, Ferraris, Alessandro
Format:	Preprint
Published:	2024
Subjects:	Computational Engineering, Finance, and Science Artificial Intelligence
Online Access:	https://arxiv.org/abs/2408.11984
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Physics Informed Neural Networks for Modeling of 3D Flow-Thermal Problems with Sparse Domain Data
by: Bhatnagar, Saakaar, et al.
Published: (2023)

Investigating the Surrogate Modeling Capabilities of Continuous Time Echo State Networks
by: Bhatnagar, Saakaar
Published: (2023)

An Agentic AI Workflow to Simplify Parameter Estimation of Complex Differential Equation Systems
by: Bhatnagar, Saakaar
Published: (2025)

A Roadmap for Applying Graph Neural Networks to Numerical Data: Insights from Cementitious Materials
by: Sharmin, Mahmuda, et al.
Published: (2025)

Predicting Customer Goals in Financial Institution Services: A Data-Driven LSTM Approach
by: Estornell, Andrew, et al.
Published: (2024)

Enhancing Credit Card Fraud Detection A Neural Network and SMOTE Integrated Approach
by: Zhu, Mengran, et al.
Published: (2024)

Minimizing the Value-at-Risk of Loan Portfolio via Deep Neural Networks
by: Di Wang, Albert, et al.
Published: (2025)

Graph Network-based Structural Simulator: Graph Neural Networks for Structural Dynamics
by: Lucchetti, Alessandro, et al.
Published: (2025)

KP-PINNs: Kernel Packet Accelerated Physics Informed Neural Networks
by: Yang, Siyuan, et al.
Published: (2025)

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting
by: Szydłowski, Kamil Ł., et al.
Published: (2024)

An Advanced Convolutional Neural Network for Bearing Fault Diagnosis under Limited Data
by: Sun, Shengke, et al.
Published: (2025)

The Finite Element Neural Network Method: One Dimensional Study
by: Abda, Mohammed, et al.
Published: (2025)

Off-the-Shelf Neural Network Architectures for Forex Time Series Prediction come at a Cost
by: Zafeiriou, Theodoros, et al.
Published: (2024)

NLP-enabled Trajectory Map-matching in Urban Road Networks using a Transformer-based Encoder-decoder
by: Mohammadi, Sevin, et al.
Published: (2024)

Drone Acoustic Analysis for Predicting Psychoacoustic Annoyance via Artificial Neural Networks
by: Vaiuso, Andrea, et al.
Published: (2024)

Synthetic Data for Discriminating Serotonergic Neurons using Convolutional Neural Networks
by: Corradetti, Daniele, et al.
Published: (2024)

ChemDFM-R: A Chemical Reasoning LLM Enhanced with Atomized Chemical Knowledge
by: Zhao, Zihan, et al.
Published: (2025)

Physics-Enforced Neural Ordinary Differential Equation for Chemical Kinetics Optimization in Reaction-Diffusion Systems
by: Cai, Feixue, et al.
Published: (2026)

Accelerating Hydrodynamic Fabrication of Microstructures using Deep Neural Networks
by: Clinkinbeard, Nicholus R., et al.
Published: (2024)

Physics-Informed Neural Networks and Sequence Encoder: Application to heating and early cooling of thermo-stamping process
by: Elaarabi, Mouad, et al.
Published: (2026)

A Fully GPU-Accelerated Framework for High-Performance Configuration Interaction Selection with Neural Network Quantum States
by: Sun, Daran, et al.
Published: (2026)

R&D-Agent-Quant: A Multi-Agent Framework for Data-Centric Factors and Model Joint Optimization
by: Li, Yuante, et al.
Published: (2025)

Neural Network Surrogates for Free Energy Computation of Complex Chemical Systems
by: Pornpatcharapong, Wasut
Published: (2025)

EUR-USD Exchange Rate Forecasting Based on Information Fusion with Large Language Models and Deep Learning Methods
by: Ding, Hongcheng, et al.
Published: (2024)

A Generative Adversarial Graph Neural Network for Synthetic Time Series Data
by: Gregnanin, Marco, et al.
Published: (2026)

Feature Mapping in Physics-Informed Neural Networks (PINNs)
by: Zeng, Chengxi, et al.
Published: (2024)

Accelerated and data-efficient flow prediction in stirred tanks via physics-informed learning
by: Naderibeni, Mahdi, et al.
Published: (2026)

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics
by: Lesniewski, Andrew, et al.
Published: (2024)

Must: Maximizing Latent Capacity of Spatial Transcriptomics Data
by: Zang, Zelin, et al.
Published: (2024)

Approximate Constrained Lumping of Chemical Reaction Networks
by: Leguizamon-Robayo, Alexander, et al.
Published: (2024)

CardioFit: A WebGL-Based Tool for Fast and Efficient Parameterization of Cardiac Action Potential Models to Fit User-Provided Data
by: Cairns, Darby I., et al.
Published: (2025)

Multi-Objective Neural Network-Assisted Design Optimization of Soft Fin-Ray Fingers for Enhanced Grasping Performance
by: Ghanizadeh, Ali, et al.
Published: (2025)

EUR/USD Exchange Rate Forecasting incorporating Text Mining Based on Pre-trained Language Models and Deep Learning Methods
by: Ding, Hongcheng, et al.
Published: (2024)

B-XAIC Dataset: Benchmarking Explainable AI for Graph Neural Networks Using Chemical Data
by: Proszewska, Magdalena, et al.
Published: (2025)

Out-of-Distribution Generalized Dynamic Graph Neural Network for Human Albumin Prediction
by: Zhang, Zeyang, et al.
Published: (2023)

Data-Efficient Model for Psychological Resilience Prediction based on Neurological Data
by: Zhang, Zhi, et al.
Published: (2025)

Crash Assessment via Mesh-Based Graph Neural Networks and Physics-Aware Attention
by: Curtosi, Gabriel, et al.
Published: (2026)

JPEC: A Novel Graph Neural Network for Competitor Retrieval in Financial Knowledge Graphs
by: Ding, Wanying, et al.
Published: (2024)

Graph Neural Networks for Virtual Sensing in Complex Systems: Addressing Heterogeneous Temporal Dynamics
by: Zhao, Mengjie, et al.
Published: (2024)

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// 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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