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Bibliographic Details
Main Authors:	Butler, Kurt, Riley, Stephanie, Machlanski, Damian, Moroshko, Edward, Dimitrakopoulos, Panagiotis, Melistas, Thomas, Chanchal, Akchunya, Vilouras, Konstantinos, Liu, Zhihua, McDonagh, Steven, Chockler, Hana, Glocker, Ben, Tempini, Niccolo, Sperrin, Matthew, Tsaftaris, Sotirios A, Silva, Ricardo
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2603.13595
Tags:	Add Tag No Tags, Be the first to tag this record!

Rethinking Chronological Causal Discovery with Signal Processing
by: Butler, Kurt, et al.
Published: (2026)

Causal Ordering for Structure Learning from Time Series
by: Sanchez, Pedro P., et al.
Published: (2025)

Activation-Deactivation: A General Framework for Robust Post-hoc Explainable AI
by: Chanchal, Akchunya, et al.
Published: (2025)

SWiFT: Soft-Mask Weight Fine-tuning for Bias Mitigation
by: Yan, Junyu, et al.
Published: (2025)

CSEval: A Framework for Evaluating Clinical Semantics in Text-to-Image Generation
by: Cronshaw, Robert, et al.
Published: (2026)

CRCE: Coreference-Retention Concept Erasure in Text-to-Image Diffusion Models
by: Xue, Yuyang, et al.
Published: (2025)

Mind the Gap: Benchmarking Spatial Reasoning in Vision-Language Models
by: Stogiannidis, Ilias, et al.
Published: (2025)

Erase to Enhance: Data-Efficient Machine Unlearning in MRI Reconstruction
by: Xue, Yuyang, et al.
Published: (2024)

Why Do Vision Language Models Struggle To Recognize Human Emotions?
by: Agarwal, Madhav, et al.
Published: (2026)

Zero-Shot Medical Phrase Grounding with Off-the-shelf Diffusion Models
by: Vilouras, Konstantinos, et al.
Published: (2024)

SpecReX: Explainable AI for Raman Spectroscopy
by: Blake, Nathan, et al.
Published: (2025)

Anatomy-Grounded Weakly Supervised Prompt Tuning for Chest X-ray Latent Diffusion Models
by: Vilouras, Konstantinos, et al.
Published: (2025)

CheXGenBench: A Unified Benchmark For Fidelity, Privacy and Utility of Synthetic Chest Radiographs
by: Dutt, Raman, et al.
Published: (2025)

BMFT: Achieving Fairness via Bias-based Weight Masking Fine-tuning
by: Xue, Yuyang, et al.
Published: (2024)

A model predictive control framework with customer-priority tiers for virtual power plant resilience during extreme weather: A UK heatwave case study
by: Moroshko, Edward, et al.
Published: (2025)

Chapter 4 Improving the estate
by: McDonagh, Briony
Published: (2019)

Chapter 3 Managing the estate
by: McDonagh, Briony
Published: (2019)

Chapter 2 Women, land and property
by: McDonagh, Briony
Published: (2019)

Elite Women and the Agricultural Landscape, 1700–1830
by: McDonagh, Briony
Published: (2019)

JoseBellido and KathyBowrey, Adventures in Childhood: Intellectual Property, Imagination and the Business of Play, Cambridge, Cambridge University Press, 2022, 250pp, hb, £85.00
by: Luke McDonagh
Published: (2024)

I Am Big, You Are Little; I Am Right, You Are Wrong
by: Kelly, David A., et al.
Published: (2025)

Unlocking the Potential of Weakly Labeled Data: A Co-Evolutionary Learning Framework for Abnormality Detection and Report Generation
by: Sun, Jinghan, et al.
Published: (2024)

Clustered Policy Decision Ranking
by: Levin, Mark, et al.
Published: (2023)

Causally Steered Diffusion for Automated Video Counterfactual Generation
by: Spyrou, Nikos, et al.
Published: (2025)

Benchmarking Counterfactual Image Generation
by: Melistas, Thomas, et al.
Published: (2024)

Sufficient, Necessary and Complete Causal Explanations in Image Classification
by: Kelly, David A, et al.
Published: (2025)

If It's Good Enough for You, It's Good Enough for Me: Transferability of Audio Sufficiencies across Models
by: Kelly, David A., et al.
Published: (2026)

I Guess That's Why They Call it the Blues: Causal Analysis for Audio Classifiers
by: Kelly, David A., et al.
Published: (2026)

Explaining Image Classifiers
by: Chockler, Hana, et al.
Published: (2024)

The Challenges of Hyperparameter Tuning for Accurate Causal Effect Estimation
by: Machlanski, Damian, et al.
Published: (2023)

Robustness of Algorithms for Causal Structure Learning to Hyperparameter Choice
by: Machlanski, Damian, et al.
Published: (2023)

Undersmoothing Causal Estimators with Generative Trees
by: Machlanski, Damian, et al.
Published: (2022)

Preventing Shortcut Learning in Medical Image Analysis through Intermediate Layer Knowledge Distillation from Specialist Teachers
by: Boland, Christopher, et al.
Published: (2025)

Treatment effect extrapolation in the presence of unmeasured confounding
by: Riley, Stephanie, et al.
Published: (2025)

Benchmarking Self-Supervised Learning Methods for Accelerated MRI Reconstruction
by: Wang, Andrew, et al.
Published: (2025)

Youth‐led theatre for climate resilience and action at COP26
by: Kate Smith, et al.
Published: (2025)

It's a Feature, Not a Bug: Measuring Creative Fluidity in Image Generators
by: Ramaswamy, Aditi, et al.
Published: (2024)

Defining and Quantifying Creative Behavior in Popular Image Generators
by: Ramaswamy, Aditi, et al.
Published: (2025)

Boosting Few-Shot Learning with Disentangled Self-Supervised Learning and Meta-Learning for Medical Image Classification
by: Pachetti, Eva, et al.
Published: (2024)

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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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