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Main Authors:	Rahulamathavan, Yogachandran, Farooq, Misbah, De Silva, Varuna
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	https://arxiv.org/abs/2507.10596
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QuantFL: Sustainable Federated Learning for Edge IoT via Pre-Trained Model Quantisation
by: Herath, Charuka, et al.
Published: (2026)

Orthogonal Subspace Projection for Continual Machine Unlearning via SVD-Based LoRA
by: Rahulamathavan, Yogachandran, et al.
Published: (2026)

FheFL: Fully Homomorphic Encryption Friendly Privacy-Preserving Federated Learning with Byzantine Users
by: Rahulamathavan, Yogachandran, et al.
Published: (2023)

Enhancing Federated Learning Convergence with Dynamic Data Queue and Data Entropy-driven Participant Selection
by: Herath, Charuka, et al.
Published: (2024)

Can LLM-Generated Textual Explanations Enhance Model Classification Performance? An Empirical Study
by: Dhaini, Mahdi, et al.
Published: (2025)

Local Explanations and Self-Explanations for Assessing Faithfulness in black-box LLMs
by: Fragkathoulas, Christos, et al.
Published: (2024)

Towards Locally Deployable Fine-Tuned Causal Large Language Models for Mode Choice Behaviour
by: Alsaleh, Tareq, et al.
Published: (2025)

Support-Contra Asymmetry in LLM Explanations
by: Patil, Avinash
Published: (2025)

Evaluating Causal Explanation in Medical Reports with LLM-Based and Human-Aligned Metrics
by: Cho, Yousang, et al.
Published: (2025)

The Unheard Alternative: Contrastive Explanations for Speech-to-Text Models
by: Conti, Lina, et al.
Published: (2025)

Counterfactual Simulatability of LLM Explanations for Generation Tasks
by: Limpijankit, Marvin, et al.
Published: (2025)

LLM Self-Explanations Fail Semantic Invariance
by: Szeider, Stefan
Published: (2026)

LLM-as-a-Judge for Time Series Explanations
by: Sivalingam, Preetham, et al.
Published: (2026)

STRUX: An LLM for Decision-Making with Structured Explanations
by: Lu, Yiming, et al.
Published: (2024)

Token Masking Improves Transformer-Based Text Classification
by: Xu, Xianglong, et al.
Published: (2025)

Concept Based Continuous Prompts for Interpretable Text Classification
by: Chen, Qian, et al.
Published: (2024)

Are AI-Generated Text Detectors Robust to Adversarial Perturbations?
by: Huang, Guanhua, et al.
Published: (2024)

One Size Does Not Fit All: Exploring Variable Thresholds for Distance-Based Multi-Label Text Classification
by: Van Nooten, Jens, et al.
Published: (2025)

A Comparative Analysis of Counterfactual Explanation Methods for Text Classifiers
by: McAleese, Stephen, et al.
Published: (2024)

Distilling Text Style Transfer With Self-Explanation From LLMs
by: Zhang, Chiyu, et al.
Published: (2024)

A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification
by: Niimi, Junichiro
Published: (2025)

Enhancing LLM-Based Text Classification in Political Science: Automatic Prompt Optimization and Dynamic Exemplar Selection for Few-Shot Learning
by: Liu, Menglin, et al.
Published: (2024)

CoCoP: Enhancing Text Classification with LLM through Code Completion Prompt
by: Mohajeri, Mohammad Mahdi, et al.
Published: (2024)

Interpretable Text Embeddings and Text Similarity Explanation: A Survey
by: Opitz, Juri, et al.
Published: (2025)

Cross-Attention is Half Explanation in Speech-to-Text Models
by: Papi, Sara, et al.
Published: (2025)

Abstractive Text Summarization: State of the Art, Challenges, and Improvements
by: Shakil, Hassan, et al.
Published: (2024)

Explainability-Based Token Replacement on LLM-Generated Text
by: Mohammadi, Hadi, et al.
Published: (2025)

PE: A Poincare Explanation Method for Fast Text Hierarchy Generation
by: Chen, Qian, et al.
Published: (2024)

Generation-driven Contrastive Self-training for Zero-shot Text Classification with Instruction-following LLM
by: Zhang, Ruohong, et al.
Published: (2023)

Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking
by: Zelikman, Eric, et al.
Published: (2024)

Faithful and Robust LLM-Driven Theorem Proving for NLI Explanations
by: Quan, Xin, et al.
Published: (2025)

Layer-Wise Perturbations via Sparse Autoencoders for Adversarial Text Generation
by: Shu, Huizhen, et al.
Published: (2025)

Faithful and Plausible Natural Language Explanations for Image Classification: A Pipeline Approach
by: Wojciechowski, Adam, et al.
Published: (2024)

Towards Understanding the Robustness of LLM-based Evaluations under Perturbations
by: Chaudhary, Manav, et al.
Published: (2024)

Fine-Tuning Causal LLMs for Text Classification: Embedding-Based vs. Instruction-Based Approaches
by: Yousefiramandi, Amirhossein, et al.
Published: (2025)

LLM-Guided Semantic Bootstrapping for Interpretable Text Classification with Tsetlin Machines
by: Gao, Jiechao, et al.
Published: (2026)

Interpreting LLM-as-a-Judge Policies via Verifiable Global Explanations
by: Gajcin, Jasmina, et al.
Published: (2025)

A Training-free Method for LLM Text Attribution
by: Radvand, Tara, et al.
Published: (2025)

A Necessary Step toward Faithfulness: Measuring and Improving Consistency in Free-Text Explanations
by: Zhao, Lingjun, et al.
Published: (2025)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// 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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