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Bibliographic Details
Main Authors:	Shmuel, Ido, Katz, Guy
Format:	Preprint
Published:	2026
Subjects:	Logic in Computer Science Artificial Intelligence
Online Access:	https://arxiv.org/abs/2605.30155
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Abstraction-Based Proof Production in Formal Verification of Neural Networks
by: Elboher, Yizhak Yisrael, et al.
Published: (2025)

A Certified Proof Checker for Deep Neural Network Verification in Imandra
by: Desmartin, Remi, et al.
Published: (2024)

Verified SHAP: Provable Bounds for Exact Shapley Values of Neural Networks
by: Boetius, David, et al.
Published: (2026)

Learning to Split: A Reinforcement-Learning-Guided Splitting Heuristic for Neural Network Verification
by: Swisa, Maya, et al.
Published: (2025)

Entailment vs. Verification for Partial-assignment Satisfiability and Enumeration
by: Sebastiani, Roberto
Published: (2025)

Marabou 2.0: A Versatile Formal Analyzer of Neural Networks
by: Wu, Haoze, et al.
Published: (2024)

Proof Minimization in Neural Network Verification
by: Isac, Omri, et al.
Published: (2025)

Shield Synthesis for LTL Modulo Theories
by: Rodriguez, Andoni, et al.
Published: (2024)

Verification of Neural Networks (Lecture Notes)
by: Bollig, Benedikt
Published: (2026)

VeriFlow: Modeling Distributions for Neural Network Verification
by: Zaid, Faried Abu, et al.
Published: (2024)

BayesL: a Logical Framework for the Verification of Bayesian Networks
by: Nicoletti, Stefano M., et al.
Published: (2025)

Formal Reasoning About Confidence and Automated Verification of Neural Networks
by: Afzal, Mohammad, et al.
Published: (2025)

NLP Verification: Towards a General Methodology for Certifying Robustness
by: Casadio, Marco, et al.
Published: (2024)

PICID: Proof-Driven Clause Learning in Neural Network Verification
by: Isac, Omri, et al.
Published: (2025)

Explaining, Fast and Slow: Abstraction and Refinement of Provable Explanations
by: Bassan, Shahaf, et al.
Published: (2025)

Technical Report -- A Context-Sensitive Multi-Level Similarity Framework for First-Order Logic Arguments: An Axiomatic Study
by: David, Victor, et al.
Published: (2026)

Pragmatic Formal Verification of Sequential Error Detection and Correction Codes (ECCs) used in Safety-Critical Design
by: Kumar, Aman
Published: (2024)

On Improving Deep Active Learning with Formal Verification
by: Spiegelman, Jonathan, et al.
Published: (2025)

You-Only-Randomize-Once: Shaping Statistical Properties in Constraint-based PCG
by: Katz, Jediah, et al.
Published: (2024)

Logic Synthesis with Generative Deep Neural Networks
by: Li, Xihan, et al.
Published: (2024)

Laurel: Unblocking Automated Verification with Large Language Models
by: Mugnier, Eric, et al.
Published: (2024)

An Information-Flow Perspective on Explainability Requirements: Specification and Verification
by: Finkbeiner, Bernd, et al.
Published: (2025)

Partial Label Learning for Automated Theorem Proving
by: Zombori, Zsolt, et al.
Published: (2025)

Automated Verification of Equivalence Properties in Advanced Logic Programs -- Bachelor Thesis
by: Heuer, Jan
Published: (2023)

Formal Ethical Obligations in Reinforcement Learning Agents: Verification and Policy Updates
by: Shea-Blymyer, Colin, et al.
Published: (2024)

interwhen: A Generalizable Framework for Steering Reasoning Models with Test-time Verification
by: Bhat, Vishak K, et al.
Published: (2026)

ReVEAL: GNN-Guided Reverse Engineering for Formal Verification of Optimized Multipliers
by: Chen, Chen, et al.
Published: (2025)

Certified Policy Verification and Synthesis for MDPs under Distributional Reach-avoidance Properties
by: Akshay, S., et al.
Published: (2024)

Utilizing Description Logics for Global Explanations of Heterogeneous Graph Neural Networks
by: Köhler, Dominik, et al.
Published: (2024)

Bridging LLM Planning Agents and Formal Methods: A Case Study in Plan Verification
by: Ramani, Keshav, et al.
Published: (2025)

Safe and Reliable Training of Learning-Based Aerospace Controllers
by: Mandal, Udayan, et al.
Published: (2024)

Towards Neuro-symbolic Causal Rule Synthesis, Verification, and Evaluation Grounded in Legal and Safety Principles
by: Rehan, Zainab, et al.
Published: (2026)

Eidoku: A Neuro-Symbolic Verification Gate for LLM Reasoning via Structural Constraint Satisfaction
by: Miya, Shinobu
Published: (2025)

VeriThoughts: Enabling Automated Verilog Code Generation using Reasoning and Formal Verification
by: Yubeaton, Patrick, et al.
Published: (2025)

Neural Proofs for Sound Verification and Control of Complex Systems
by: Abate, Alessandro
Published: (2025)

RvLLM: LLM Runtime Verification with Domain Knowledge
by: Zhang, Yedi, et al.
Published: (2025)

Spatiotemporal Robustness of Temporal Logic Tasks using Multi-Objective Reasoning
by: Schön, Oliver, et al.
Published: (2026)

Towards a Certified Proof Checker for Deep Neural Network Verification
by: Desmartin, Remi, et al.
Published: (2023)

Verification of Autonomous Neural Car Control with KeYmaera X
by: Prebet, Enguerrand, 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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