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Bibliographic Details
Main Authors:	von Moos, Richard, Alain, Mathieu, Rieck, Bastian
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Combinatorics
Online Access:	https://arxiv.org/abs/2605.06462
Tags:	Add Tag No Tags, Be the first to tag this record!

Graph Classification Gaussian Processes via Hodgelet Spectral Features
by: Alain, Mathieu, et al.
Published: (2024)

Graph and Simplicial Complex Prediction Gaussian Process via the Hodgelet Representations
by: Alain, Mathieu, et al.
Published: (2025)

Diss-l-ECT: Dissecting Graph Data with Local Euler Characteristic Transforms
by: von Rohrscheidt, Julius, et al.
Published: (2024)

Causal Fourier Analysis on Directed Acyclic Graphs and Posets
by: Seifert, Bastian, et al.
Published: (2022)

LEAP: Local ECT-Based Learnable Positional Encodings for Graphs
by: Amboage, Juan, et al.
Published: (2025)

CliquePH: Higher-Order Information for Graph Neural Networks through Persistent Homology on Clique Graphs
by: Buffelli, Davide, et al.
Published: (2024)

Differentiable Euler Characteristic Transforms for Shape Classification
by: Roell, Ernst, et al.
Published: (2023)

On the Expressivity of Persistent Homology in Graph Learning
by: Ballester, Rubén, et al.
Published: (2023)

Topology meets Machine Learning: An Introduction using the Euler Characteristic Transform
by: Rieck, Bastian
Published: (2024)

Geometry-Aware Edge Pooling for Graph Neural Networks
by: Limbeck, Katharina, et al.
Published: (2025)

On the Expressive Power of Spectral Invariant Graph Neural Networks
by: Zhang, Bohang, et al.
Published: (2024)

Theoretical Insights into Line Graph Transformation on Graph Learning
by: Yang, Fan, et al.
Published: (2024)

Point Cloud Synthesis Using Inner Product Transforms
by: Röell, Ernst, et al.
Published: (2024)

MANTRA: The Manifold Triangulations Assemblage
by: Ballester, Rubén, et al.
Published: (2024)

Diversity Curves for Graph Representation Learning
by: Limbeck, Katharina, et al.
Published: (2026)

CSGO: Constrained-Softassign Gradient Optimization For Large Graph Matching
by: Shen, Binrui, et al.
Published: (2022)

Weisfeiler-Leman Is Incomplete on Simple Spectrum Graphs, so Canonicalize Them
by: Hordan, Snir, et al.
Published: (2026)

No Metric to Rule Them All: Toward Principled Evaluations of Graph-Learning Datasets
by: Coupette, Corinna, et al.
Published: (2025)

Weighted Random Dot Product Graphs
by: Marenco, Bernardo, et al.
Published: (2025)

Heating Up Quasi-Monte Carlo Graph Random Features: A Diffusion Kernel Perspective
by: Feinberg, Brooke, et al.
Published: (2024)

Geometry-Aware Simplicial Message Passing
by: Wang, Elena Xinyi, et al.
Published: (2026)

Graph Homomorphism Distortion: A Metric to Distinguish Them All and in the Latent Space Bind Them
by: Carrasco, Martin, et al.
Published: (2025)

Graphons of Line Graphs
by: Kandanaarachchi, Sevvandi, et al.
Published: (2024)

Mapping the Multiverse of Latent Representations
by: Wayland, Jeremy, et al.
Published: (2024)

Simplicial Representation Learning with Neural $k$-Forms
by: Maggs, Kelly, et al.
Published: (2023)

Towards a General Framework for Predicting and Explaining the Hardness of Graph-based Combinatorial Optimization Problems using Machine Learning and Association Rule Mining
by: Sharman, Bharat, et al.
Published: (2025)

Graph Neural Networks vs Convolutional Neural Networks for Graph Domination Number Prediction
by: Davila, Randy, et al.
Published: (2025)

Graph Automorphism Group Equivariant Neural Networks
by: Pearce-Crump, Edward, et al.
Published: (2023)

Graph Neural Networks Are Not Continuous Across Graph Resolutions
by: Koke, Christian, et al.
Published: (2026)

Efficient Algorithms for Learning and Compressing Monophonic Halfspaces in Graphs
by: Bressan, Marco, et al.
Published: (2025)

EmbedOR: Provable Cluster-Preserving Visualizations with Curvature-Based Stochastic Neighbor Embeddings
by: Saidi, Tristan Luca, et al.
Published: (2025)

Molecular Machine Learning Using Euler Characteristic Transforms
by: Toscano-Duran, Victor, et al.
Published: (2025)

Characterizing Physician Referral Networks with Ricci Curvature
by: Wayland, Jeremy, et al.
Published: (2024)

Metric Space Magnitude for Evaluating the Diversity of Latent Representations
by: Limbeck, Katharina, et al.
Published: (2023)

Topological Inductive Bias fosters Multiple Instance Learning in Data-Scarce Scenarios
by: Kazeminia, Salome, et al.
Published: (2023)

Generating Hadamard matrices with transformers
by: Williamson, Geordie, et al.
Published: (2026)

Adaptive Threshold-Driven Continuous Greedy Method for Scalable Submodular Optimization
by: Rostami, Mohammadreza, et al.
Published: (2026)

An Optimal Sauer Lemma Over $k$-ary Alphabets
by: Hanneke, Steve, et al.
Published: (2026)

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