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Bibliographic Details
Main Authors:	Draganov, Andrew, Dohn, Simon
Format:	Preprint
Published:	2023
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2306.11898
Tags:	Add Tag No Tags, Be the first to tag this record!

Federated t-SNE and UMAP for Distributed Data Visualization
by: Qiao, Dong, et al.
Published: (2024)

The Shape of Attraction in UMAP: Exploring the Embedding Forces in Dimensionality Reduction
by: Islam, Mohammad Tariqul, et al.
Published: (2025)

Large data limits and scaling laws for tSNE
by: Murray, Ryan, et al.
Published: (2024)

From $t$-SNE to UMAP with contrastive learning
by: Damrich, Sebastian, et al.
Published: (2022)

Stop Misusing t-SNE and UMAP for Visual Analytics
by: Jeon, Hyeon, et al.
Published: (2025)

LLM-Guided Dynamic-UMAP for Personalized Federated Graph Learning
by: Puppala, Sai, et al.
Published: (2025)

Accelerating hyperbolic t-SNE
by: Skrodzki, Martin, et al.
Published: (2024)

Exploring Layerwise Adversarial Robustness Through the Lens of t-SNE
by: Valentim, Inês, et al.
Published: (2024)

Federated Learning with Feedback Alignment
by: Baek, Incheol, et al.
Published: (2025)

S+t-SNE -- Bringing Dimensionality Reduction to Data Streams
by: Vieira, Pedro C., et al.
Published: (2024)

Navigating Perplexity: A linear relationship with the data set size in t-SNE embeddings
by: Skrodzki, Martin, et al.
Published: (2023)

Navigating the Effect of Parametrization for Dimensionality Reduction
by: Huang, Haiyang, et al.
Published: (2024)

Linear Dimensionality Reduction for Word Embeddings in Tabular Data Classification
by: Ressel, Liam, et al.
Published: (2025)

Learning More Expressive General Policies for Classical Planning Domains
by: Ståhlberg, Simon, et al.
Published: (2024)

FedNE: Surrogate-Assisted Federated Neighbor Embedding for Dimensionality Reduction
by: Li, Ziwei, et al.
Published: (2024)

Critical Analysis of 5G Networks Traffic Intrusion using PCA, t-SNE and UMAP Visualization and Classifying Attacks
by: Ghani, Humera, et al.
Published: (2023)

FastUMAP: Scalable Dimensionality Reduction via Bipartite Landmark Sampling
by: Li, Hongmin
Published: (2026)

A Relational Inductive Bias for Dimensional Abstraction in Neural Networks
by: Campbell, Declan, et al.
Published: (2024)

Preserving Vector Space Properties in Dimensionality Reduction: A Relationship Preserving Loss Framework
by: Weinwurm, Eddi, et al.
Published: (2025)

A Dimensionality Reduction Approach for Convolutional Neural Networks
by: Meneghetti, Laura, et al.
Published: (2021)

Relational decomposition for program synthesis
by: Hocquette, Céline, et al.
Published: (2024)

Bridging Quantum and Classical Computing in Drug Design: Architecture Principles for Improved Molecule Generation
by: Smith, Andrew, et al.
Published: (2025)

Supervised Distributional Reduction via Optimal Transport and Dependence Maximization
by: Ramesh, Sai-Aakash, et al.
Published: (2026)

Sample Complexity Reduction via Policy Difference Estimation in Tabular Reinforcement Learning
by: Narang, Adhyyan, et al.
Published: (2024)

Efficient Modular Learning through Naive LoRA Summation: Leveraging Orthogonality in High-Dimensional Models
by: Cao, Zhanhao, et al.
Published: (2025)

Dimensionality Reduction in Sentence Transformer Vector Databases with Fast Fourier Transform
by: Bulgakov, Vitaly, et al.
Published: (2024)

Infra-Bayesian Reinforcement Learning Agents Outperform Classical RL For Worst-Case Robustness
by: Aryal, Manish, et al.
Published: (2026)

A Comparative Study of UMAP and Other Dimensionality Reduction Methods
by: Zhang, Guanzhe, et al.
Published: (2026)

Transformation & Translation Occupancy Grid Mapping: 2-Dimensional Deep Learning Refined SLAM
by: Davies, Leon, et al.
Published: (2025)

On Emergences of Non-Classical Statistical Characteristics in Classical Neural Networks
by: Zhao, Hanyu, et al.
Published: (2026)

Embedding-Aware Quantum-Classical SVMs for Scalable Quantum Machine Learning
by: Ordóñez, Sebastián Andrés Cajas, et al.
Published: (2025)

ANALYTiC: Understanding Decision Boundaries and Dimensionality Reduction in Machine Learning
by: Haidri, Salman
Published: (2023)

Differentiable Learning of Lifted Action Schemas for Classical Planning
by: Reiter, Jonas, et al.
Published: (2026)

From Classical to Topological Neural Networks Under Uncertainty
by: Dayton, Sarah Harkins, et al.
Published: (2026)

Choosing a Classical Planner with Graph Neural Networks
by: Vatter, Jana, et al.
Published: (2024)

High-Dimensional Search, Low-Dimensional Solution: Decoupling Optimization from Representation
by: Kalyoncuoglu, Yusuf, et al.
Published: (2025)

Democratising Clinical AI through Dataset Condensation for Classical Clinical Models
by: Thakur, Anshul, et al.
Published: (2026)

A Classical View on Benign Overfitting: The Role of Sample Size
by: Park, Junhyung, et al.
Published: (2025)

Practical Quantum-Classical Feature Fusion for complex data Classification
by: Alavi, Azadeh, 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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