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Main Authors:	Wang, Hanchen David, Lopez, Diego Manzanas, Robinette, Preston K., Oguz, Ipek, Johnson, Taylor T., Ma, Meiyi
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2604.14209
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Formal Logic Enabled Personalized Federated Learning Through Property Inference
by: An, Ziyan, et al.
Published: (2024)

Blind Visible Watermark Removal with Morphological Dilation
by: Robinette, Preston K., et al.
Published: (2025)

Learning with Preserving for Continual Multitask Learning
by: Wang, Hanchen David, et al.
Published: (2025)

Case Study: Neural Network Malware Detection Verification for Feature and Image Datasets
by: Robinette, Preston K., et al.
Published: (2024)

MicroXercise: A Micro-Level Comparative and Explainable System for Remote Physical Therapy
by: Wang, Hanchen David, et al.
Published: (2024)

Efficiently Computing Compact Formal Explanations
by: Wu, Min, et al.
Published: (2024)

A2RBench: An Automatic Paradigm for Formally Verifiable Abstract Reasoning Benchmark Generation
by: Ma, Qingchuan, et al.
Published: (2026)

AlphaVerus: Bootstrapping Formally Verified Code Generation through Self-Improving Translation and Treefinement
by: Aggarwal, Pranjal, et al.
Published: (2024)

Even-if Explanations: Formal Foundations, Priorities and Complexity
by: Alfano, Gianvincenzo, et al.
Published: (2024)

Learning to Generate Formally Verifiable Step-by-Step Logic Reasoning via Structured Formal Intermediaries
by: Chen, Luoxin, et al.
Published: (2026)

FAME: Formal Abstract Minimal Explanation for Neural Networks
by: Boumazouza, Ryma, et al.
Published: (2026)

E-valuator: Reliable Agent Verifiers with Sequential Hypothesis Testing
by: Sadhuka, Shuvom, et al.
Published: (2025)

Formally Verifying and Explaining Sepsis Treatment Policies with COOL-MC
by: Gross, Dennis
Published: (2026)

Towards Unsupervised Training of Matching-based Graph Edit Distance Solver via Preference-aware GAN
by: Huang, Wei, et al.
Published: (2025)

OpenXAI: Towards a Transparent Evaluation of Model Explanations
by: Agarwal, Chirag, et al.
Published: (2022)

Extending XReason: Formal Explanations for Adversarial Detection
by: Jemaa, Amira, et al.
Published: (2024)

Formal Explanations for Neuro-Symbolic AI
by: Paul, Sushmita, et al.
Published: (2024)

Exploring Expert Specialization through Unsupervised Training in Sparse Mixture of Experts
by: Nikolic, Strahinja, et al.
Published: (2025)

Towards More Trustworthy and Interpretable LLMs for Code through Syntax-Grounded Explanations
by: Palacio, David N., et al.
Published: (2024)

Formally Verifying Analog Neural Networks Under Process Variations Using Polynomial Zonotopes
by: Abu-Haeyeh, Yasmine, et al.
Published: (2026)

Loong: Synthesize Long Chain-of-Thoughts at Scale through Verifiers
by: Huang, Xingyue, et al.
Published: (2025)

Formally Verifying Deep Reinforcement Learning Controllers with Lyapunov Barrier Certificates
by: Mandal, Udayan, et al.
Published: (2024)

Towards Verifiable Text Generation with Symbolic References
by: Hennigen, Lucas Torroba, et al.
Published: (2023)

Can We Formally Verify Neural PDE Surrogates? SMT Compilation of Small Fourier Neural Operators
by: Baheri, Ali, et al.
Published: (2026)

Towards Understanding the Influence of Training Samples on Explanations
by: Artelt, André, et al.
Published: (2024)

Towards a Unified Framework for Evaluating Explanations
by: Pinto, Juan D., et al.
Published: (2024)

Towards Fine-Grained and Verifiable Concept Bottleneck Models
by: Fang, Yingying, et al.
Published: (2026)

Explanations that reveal all through the definition of encoding
by: Puli, Aahlad, et al.
Published: (2024)

The 4/$δ$ Bound: Designing Predictable LLM-Verifier Systems for Formal Method Guarantee
by: Dantas, PIerre, et al.
Published: (2025)

FormalProofBench: Can Models Write Graduate Level Math Proofs That Are Formally Verified?
by: Ravi, Nikil, et al.
Published: (2026)

Auto311: A Confidence-guided Automated System for Non-emergency Calls
by: Chen, Zirong, et al.
Published: (2023)

Towards Piece-by-Piece Explanations for Chess Positions with SHAP
by: Spinnato, Francesco
Published: (2025)

Towards Faithful Explanations: Boosting Rationalization with Shortcuts Discovery
by: Yue, Linan, et al.
Published: (2024)

Hack-Verifiable Environments: Towards Evaluating Reward Hacking at Scale
by: Roth, Amit, et al.
Published: (2026)

How Explanations Leak the Decision Logic: Stealing Graph Neural Networks via Explanation Alignment
by: Ma, Bin, et al.
Published: (2025)

Toward Robust Signed Graph Learning through Joint Input-Target Denoising
by: Wu, Junran, et al.
Published: (2025)

SUGAR: A Sweeter Spot for Generative Unlearning of Many Identities
by: Nguyen, Dung Thuy, et al.
Published: (2025)

Robots That Know What to Ask: Recovering Misaligned Rewards through Targeted Explanations
by: Merker, Helena, et al.
Published: (2026)

Towards Consistent Natural-Language Explanations via Explanation-Consistency Finetuning
by: Chen, Yanda, et al.
Published: (2024)

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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