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Main Authors:	Nguyen, Duong, Ulianovici, Ana, Achour, Sami, Aubry, Soline, Chesneau, Nicolas
Format:	Preprint
Published:	2024
Subjects:	Artificial Intelligence Optimization and Control
Online Access:	https://arxiv.org/abs/2408.08637
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IoT-based Fresh Produce Supply Chain Under Uncertainty: An Adaptive Optimization Framework
by: Seth, Chirag, et al.
Published: (2025)

Stochastic Optimization of Inventory at Large-scale Supply Chains
by: Jin, Zhaoyang Larry, et al.
Published: (2025)

OptiRepair: Closed-Loop Diagnosis and Repair of Supply Chain Optimization Models with LLM Agents
by: Ao, Ruicheng, et al.
Published: (2026)

Beyond Minimax Rates in Group Distributionally Robust Optimization via a Novel Notion of Sparsity
by: Nguyen, Quan, et al.
Published: (2024)

Tutorial and Practice in Linear Programming: Optimization Problems in Supply Chain and Transport Logistics
by: Bridgelall, Raj
Published: (2022)

Towards Autonomous Supply Chains: Definition, Characteristics, Conceptual Framework, and Autonomy Levels
by: Xu, Liming, et al.
Published: (2023)

Policy Optimization for PDE Control with a Warm Start
by: Zhang, Xiangyuan, et al.
Published: (2024)

Optimization Learning
by: Van Hentenryck, Pascal
Published: (2025)

ODE-based Learning to Optimize
by: Xie, Zhonglin, et al.
Published: (2024)

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization
by: Drossman, Joshua, et al.
Published: (2026)

Planning a Community Approach to Diabetes Care in Low- and Middle-Income Countries Using Optimization
by: Adams, Katherine B., et al.
Published: (2023)

Approximate Information States for Worst-Case Control and Learning in Uncertain Systems
by: Dave, Aditya, et al.
Published: (2023)

Compact Optimality Verification for Optimization Proxies
by: Chen, Wenbo, et al.
Published: (2024)

Complexity Bounds for Smooth Multiobjective Optimization
by: Sampaio, Phillipe R.
Published: (2025)

Classical and Deep Reinforcement Learning Inventory Control Policies for Pharmaceutical Supply Chains with Perishability and Non-Stationarity
by: Stranieri, Francesco, et al.
Published: (2025)

Using Laplace Transform To Optimize the Hallucination of Generation Models
by: Kang, Cheng, et al.
Published: (2026)

WANCO: Weak Adversarial Networks for Constrained Optimization problems
by: Bao, Gang, et al.
Published: (2024)

AI4OPT: AI Institute for Advances in Optimization
by: Van Hentenryck, Pascal, et al.
Published: (2023)

Trilevel and Multilevel Optimization using Monotone Operator Theory
by: Shafiei, Allahkaram, et al.
Published: (2021)

On the Effects of Smoothing Rugged Landscape by Different Toy Problems: A Case Study on UBQP
by: Wang, Wei, et al.
Published: (2024)

MUSIC: Accelerated Convergence for Distributed Optimization With Inexact and Exact Methods
by: Wu, Mou, et al.
Published: (2024)

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows
by: Li, Wenhao, et al.
Published: (2025)

BenLOC: A Benchmark for Learning to Configure MIP Optimizers
by: Li, Hongpei, et al.
Published: (2025)

Exploiting Edited Large Language Models as General Scientific Optimizers
by: Lv, Qitan, et al.
Published: (2025)

Large Language Model-Assisted Planning of Electric Vehicle Charging Infrastructure with Real-World Case Study
by: Zheng, Xinda, et al.
Published: (2025)

Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches
by: Ye, Tinghan, et al.
Published: (2026)

TFM-Retouche: A Lightweight Input-Space Adapter for Tabular Foundation Models
by: Nguyen, Duong, et al.
Published: (2026)

A Penalty-Based Guardrail Algorithm for Non-Decreasing Optimization with Inequality Constraints
by: Stepanovic, Ksenija, et al.
Published: (2024)

Select-then-differentiate: Solving Bilevel Optimization with Manifold Lower-level Solution Sets
by: Masiha, Saeed, et al.
Published: (2026)

Toward Decision-Oriented Prognostics: An Integrated Estimate-Optimize Framework for Predictive Maintenance
by: Xie, Zhuojun, et al.
Published: (2025)

Super Gradient Descent: Global Optimization requires Global Gradient
by: Achour, Seifeddine
Published: (2024)

Beyond Manual Planning: Seating Allocation for Large Organizations
by: Ipsen, Anton, et al.
Published: (2026)

Teaching LLMs to Think Mathematically: A Critical Study of Decision-Making via Optimization
by: Abdel-Rahman, Mohammad J., et al.
Published: (2025)

Structural Segmentation of the Minimum Set Cover Problem: Exploiting Universe Decomposability for Metaheuristic Optimization
by: Hernández, Isidora, et al.
Published: (2026)

Data-Driven Stochastic VRP: Integration of Forecast Duration into Optimization for Utility Workforce Management
by: Garbelli, Matteo
Published: (2026)

OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM
by: Zhang, Bowen, et al.
Published: (2025)

Predicting Invoice Dilution in Supply Chain Finance with Leakage Free Two Stage XGBoost, KAN (Kolmogorov Arnold Networks), and Ensemble Models
by: Koptev, Pavel, et al.
Published: (2026)

Outer Approximation and Super-modular Cuts for Constrained Assortment Optimization under Mixed-Logit Model
by: Pham, Hoang Giang, et al.
Published: (2024)

Quasi-Quadratic Gradient: A New Direction for Accelerating the BFGS Method in Quasi-Newton Optimization
by: Chiang, John
Published: (2026)

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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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