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Main Authors:	Heakl, Ahmed, Shaaban, Yahia Salaheldin, Takac, Martin, Lahlou, Salem, Iklassov, Zangir
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence Computational Engineering, Finance, and Science Machine Learning
Online Access:	https://arxiv.org/abs/2505.21887
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Continual Learning Strategies for 3D Engineering Regression Problems: A Benchmarking Study
by: Samuel, Kaira M., et al.
Published: (2025)

The AI Data Scientist
by: Akimov, Farkhad, et al.
Published: (2025)

HyperKKL: Enabling Non-Autonomous State Estimation through Dynamic Weight Conditioning
by: Shaaban, Yahia Salaheldin, et al.
Published: (2026)

BikeBench: A Bicycle Design Benchmark for Generative Models with Objectives and Constraints
by: Regenwetter, Lyle, et al.
Published: (2025)

FLOATBench: A Dataset and Benchmark for Floating Offshore Wind Turbine Tower Fatigue
by: Ribeiro, João Alves, et al.
Published: (2026)

Explainable Heterogeneous Anomaly Detection in Financial Networks via Adaptive Expert Routing
by: Li, Zan, et al.
Published: (2025)

Self-Guiding Exploration for Combinatorial Problems
by: Iklassov, Zangir, et al.
Published: (2024)

Recurrent Stochastic Configuration Networks with Hybrid Regularization for Nonlinear Dynamics Modelling
by: Dang, Gang, et al.
Published: (2024)

LLM-BABYBENCH: Understanding and Evaluating Grounded Planning and Reasoning in LLMs
by: Choukrani, Omar, et al.
Published: (2025)

CTBench: Cryptocurrency Time Series Generation Benchmark
by: Ang, Yihao, et al.
Published: (2025)

Benchmarking Compositional Generalisation for Machine Learning Interatomic Potentials
by: Nourollah, Amir Masoud, et al.
Published: (2026)

Predicting the Energy Landscape of Stochastic Dynamical System via Physics-informed Self-supervised Learning
by: Li, Ruikun, et al.
Published: (2025)

The Rise of AI Teammates in Software Engineering (SE) 3.0: How Autonomous Coding Agents Are Reshaping Software Engineering
by: Li, Hao, et al.
Published: (2025)

Towards a more efficient bias detection in financial language models
by: Kacem, Firas Hadj, et al.
Published: (2026)

FinRule-Bench: A Benchmark for Joint Reasoning over Financial Tables and Principles
by: Malarkkan, Arun Vignesh, et al.
Published: (2026)

DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
by: Elrefaie, Mohamed, et al.
Published: (2024)

FETS Benchmark: Foundation Models Outperform Dataset-specific Machine Learning in Energy Time Series Forecasting
by: Obermeier, Marco, et al.
Published: (2026)

Controlling Large Electric Vehicle Charging Stations via User Behavior Modeling and Stochastic Programming
by: Puech, Alban, et al.
Published: (2024)

Equivariant Flow Matching for Symmetry-Breaking Bifurcation Problems
by: Hendriks, Fleur, et al.
Published: (2025)

Optimize Any Topology: A Foundation Model for Shape- and Resolution-Free Structural Topology Optimization
by: Nobari, Amin Heyrani, et al.
Published: (2025)

AI Agents in Engineering Design: A Multi-Agent Framework for Aesthetic and Aerodynamic Car Design
by: Elrefaie, Mohamed, et al.
Published: (2025)

GIFT: Bootstrapping Image-to-CAD Program Synthesis via Geometric Feedback
by: Giannone, Giorgio, et al.
Published: (2026)

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

DeepSupp: Attention-Driven Correlation Pattern Analysis for Dynamic Time Series Support and Resistance Levels Identification
by: Kriuk, Boris, et al.
Published: (2025)

MANA-Net: Mitigating Aggregated Sentiment Homogenization with News Weighting for Enhanced Market Prediction
by: Wang, Mengyu, et al.
Published: (2024)

StockTime: A Time Series Specialized Large Language Model Architecture for Stock Price Prediction
by: Wang, Shengkun, et al.
Published: (2024)

Temporal distribution of clusters of investors and their application in prediction with expert advice
by: Wisniewski, Wojciech, et al.
Published: (2024)

CatMemo at the FinLLM Challenge Task: Fine-Tuning Large Language Models using Data Fusion in Financial Applications
by: Cao, Yupeng, et al.
Published: (2024)

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

ARTEMIS: A Neuro Symbolic Framework for Economically Constrained Market Dynamics
by: Ray, Rahul D
Published: (2026)

Trade When Opportunity Comes: Price Movement Forecasting via Locality-Aware Attention and Iterative Refinement Labeling
by: Zeng, Liang, et al.
Published: (2021)

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

Bitcoin Price Prediction using Machine Learning and Combinatorial Fusion Analysis
by: Wu, Yuanhong, et al.
Published: (2026)

Financial Assets Dependency Prediction Utilizing Spatiotemporal Patterns
by: Zhu, Haoren, et al.
Published: (2024)

Deep Learning Models Meet Financial Data Modalities
by: Khubiev, Kasymkhan, et al.
Published: (2025)

ReactZyme: A Benchmark for Enzyme-Reaction Prediction
by: Hua, Chenqing, et al.
Published: (2024)

When Single Answer Is Not Enough: Rethinking Single-Step Retrosynthesis Benchmarks for LLMs
by: Zagribelnyy, Bogdan, et al.
Published: (2026)

DoubleAdapt: A Meta-learning Approach to Incremental Learning for Stock Trend Forecasting
by: Zhao, Lifan, et al.
Published: (2023)

AMLNet: A Knowledge-Based Multi-Agent Framework to Generate and Detect Realistic Money Laundering Transactions
by: Huda, Sabin, et al.
Published: (2025)

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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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