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Bibliographic Details
Main Authors:	Le, Thien, Weber, Melanie
Format:	Preprint
Published:	2026
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2605.20074
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Lean and Mean Adaptive Optimization via Subset-Norm and Subspace-Momentum with Convergence Guarantees
by: Nguyen, Thien Hang, et al.
Published: (2024)

Algorithmic Guarantees for Distilling Supervised and Offline RL Datasets
by: Gupta, Aaryan, et al.
Published: (2025)

Neural Algorithmic Reasoning for Approximate $k$-Coloring with Recursive Warm Starts
by: Vanderbush, Knut, et al.
Published: (2026)

Evidence, Definitions and Algorithms regarding the Existence of Cohesive-Convergence Groups in Neural Network Optimization
by: Nguyen, Thien An L.
Published: (2024)

Approximation Algorithms for Combinatorial Optimization with Predictions
by: Antoniadis, Antonios, et al.
Published: (2024)

Geometric Algorithms for Neural Combinatorial Optimization with Constraints
by: Karalias, Nikolaos, et al.
Published: (2025)

Latent Guided Sampling for Combinatorial Optimization
by: Surendran, Sobihan, et al.
Published: (2025)

Improved Stability and Generalization Guarantees of the Decentralized SGD Algorithm
by: Bars, Batiste Le, et al.
Published: (2023)

Stepwise Alignment for Constrained Language Model Policy Optimization
by: Wachi, Akifumi, et al.
Published: (2024)

Hardness of Learning Neural Networks under the Manifold Hypothesis
by: Kiani, Bobak T., et al.
Published: (2024)

Towards Robust Learning to Optimize with Theoretical Guarantees
by: Song, Qingyu, et al.
Published: (2025)

Neural Tractability via Structure: Learning-Augmented Algorithms for Graph Combinatorial Optimization
by: Li, Jialiang, et al.
Published: (2025)

Towards Efficient and Optimal Covariance-Adaptive Algorithms for Combinatorial Semi-Bandits
by: Zhou, Julien, et al.
Published: (2024)

Optimal Guarantees for Algorithmic Reproducibility and Gradient Complexity in Convex Optimization
by: Zhang, Liang, et al.
Published: (2023)

Synergizing Reinforcement Learning and Genetic Algorithms for Neural Combinatorial Optimization
by: Gu, Shengda, et al.
Published: (2025)

Finite-Time Guarantees for Multi-Agent Combinatorial Bandits with Nonstationary Rewards
by: Adams, Katherine B., et al.
Published: (2025)

A Poincaré Inequality and Consistency Results for Signal Sampling on Large Graphs
by: Le, Thien, et al.
Published: (2023)

RRNCO: Towards Real-World Routing with Neural Combinatorial Optimization
by: Son, Jiwoo, et al.
Published: (2025)

Preference Optimization for Combinatorial Optimization Problems
by: Pan, Mingjun, et al.
Published: (2025)

Chaining 2-FWL GNNs for Combinatorial Graph Alignment
by: Lelarge, Marc
Published: (2025)

An Optimization Algorithm for Multimodal Data Alignment
by: Zhang, Wei, et al.
Published: (2025)

Convergence and Complexity Guarantee for Inexact First-order Riemannian Optimization Algorithms
by: Li, Yuchen, et al.
Published: (2024)

Graph-Supported Dynamic Algorithm Configuration for Multi-Objective Combinatorial Optimization
by: Reijnen, Robbert, et al.
Published: (2025)

Unsupervised Diffusion Solver for Combinatorial Optimization via Combinatorial Adjoint Matching
by: Feng, Shengyu, et al.
Published: (2026)

Disentangled and Distilled Encoder for Out-of-Distribution Reasoning with Rademacher Guarantees
by: Rahiminasab, Zahra, et al.
Published: (2025)

Automated Manifold Learning for Reduced Order Modeling
by: Nasim, Imran, et al.
Published: (2025)

Mitigating Over-Smoothing and Over-Squashing using Augmentations of Forman-Ricci Curvature
by: Fesser, Lukas, et al.
Published: (2023)

Performance Heterogeneity in Graph Neural Networks: Lessons for Architecture Design and Preprocessing
by: Fesser, Lukas, et al.
Published: (2025)

Effective Structural Encodings via Local Curvature Profiles
by: Fesser, Lukas, et al.
Published: (2023)

Graph Pooling via Ricci Flow
by: Feng, Amy, et al.
Published: (2024)

UniCO: Towards a Unified Model for Combinatorial Optimization Problems
by: Zong, Zefang, et al.
Published: (2025)

Hair-Trigger Alignment: Black-Box Evaluation Cannot Guarantee Post-Update Alignment
by: Bakman, Yavuz, et al.
Published: (2026)

Clustering with Tangles: Algorithmic Framework and Theoretical Guarantees
by: Klepper, Solveig, et al.
Published: (2020)

Diffeomorphic Temporal Alignment Nets for Time-series Joint Alignment and Averaging
by: Weber, Ron Shapira, et al.
Published: (2025)

Regularized Langevin Dynamics for Combinatorial Optimization
by: Feng, Shengyu, et al.
Published: (2025)

Tropical Attention: Neural Algorithmic Reasoning for Combinatorial Algorithms
by: Hashemi, Baran, et al.
Published: (2025)

Backpropagation through Combinatorial Algorithms: Identity with Projection Works
by: Sahoo, Subham Sekhar, et al.
Published: (2022)

Moco: A Learnable Meta Optimizer for Combinatorial Optimization
by: Dernedde, Tim, et al.
Published: (2024)

Neural Algorithmic Reasoning for Combinatorial Optimisation
by: Georgiev, Dobrik, et al.
Published: (2023)

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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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