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Bibliographic Details
Main Authors:	Nikolic, Ivica, Jain, Racchit
Format:	Preprint
Published:	2024
Subjects:	Cryptography and Security
Online Access:	https://arxiv.org/abs/2406.18058
Tags:	Add Tag No Tags, Be the first to tag this record!

Model Provenance Testing for Large Language Models
by: Nikolic, Ivica, et al.
Published: (2025)

SLIP: Securing LLMs IP Using Weights Decomposition
by: Refael, Yehonathan, et al.
Published: (2024)

RandSet: Randomized Corpus Reduction for Fuzzing Seed Scheduling
by: Xie, Yuchong, et al.
Published: (2026)

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling
by: Li, Yan, et al.
Published: (2025)

Fuzz on the Beach: Fuzzing Solana Smart Contracts
by: Smolka, Sven, et al.
Published: (2023)

EmbedFuzz: High Speed Fuzzing Through Transplantation
by: Hofhammer, Florian, et al.
Published: (2024)

GoldenFuzz: Generative Golden Reference Hardware Fuzzing
by: Wu, Lichao, et al.
Published: (2025)

G-Fuzz: A Directed Fuzzing Framework for gVisor
by: Li, Yuwei, et al.
Published: (2024)

CuFuzz: Hardening CUDA Programs through Transformation and Fuzzing
by: Singh, Saurabh, et al.
Published: (2026)

ReFuzz: Reusing Tests for Processor Fuzzing with Contextual Bandits
by: Chen, Chen, et al.
Published: (2025)

Batch Me If You Can: Coverage-guided RPKI Fuzzing at Scale
by: Schulmann, Haya, et al.
Published: (2026)

Hunting CUDA Bugs at Scale with cuFuzz
by: ziad, Mohamed Tarek Ibn, et al.
Published: (2026)

LibAFL-DiFuzz: Advanced Architecture Enabling Directed Fuzzing
by: Parygina, Darya, et al.
Published: (2024)

zkFuzz: Foundation and Framework for Effective Fuzzing of Zero-Knowledge Circuits
by: Takahashi, Hideaki, et al.
Published: (2025)

WhisperFuzz: White-Box Fuzzing for Detecting and Locating Timing Vulnerabilities in Processors
by: Borkar, Pallavi, et al.
Published: (2024)

FuzzSense: Towards A Modular Fuzzing Framework for Autonomous Driving Software
by: Roberts, Andrew, et al.
Published: (2025)

E-FuzzEdge: Optimizing Embedded Device Security with Scalable In-Place Fuzzing
by: Rusconi, Davide, et al.
Published: (2025)

Prompt Fuzzing for Fuzz Driver Generation
by: Lyu, Yunlong, et al.
Published: (2023)

JustSTART: How to Find an RSA Authentication Bypass on Xilinx UltraScale(+) with Fuzzing
by: Ender, Maik, et al.
Published: (2024)

Hybrid Approach to Directed Fuzzing
by: Parygina, Darya, et al.
Published: (2025)

NecoFuzz: Effective Fuzzing of Nested Virtualization via Fuzz-Harness Virtual Machines
by: Ishii, Reima, et al.
Published: (2025)

FunFuzz: An LLM-Powered Evolutionary Fuzzing Framework
by: Béjar, Mario Rodríguez, et al.
Published: (2026)

PatchFuzz: Patch Fuzzing for JavaScript Engines
by: Wang, Junjie, et al.
Published: (2025)

BandFuzz: An ML-powered Collaborative Fuzzing Framework
by: Shi, Wenxuan, et al.
Published: (2025)

FuzzLLM: A Novel and Universal Fuzzing Framework for Proactively Discovering Jailbreak Vulnerabilities in Large Language Models
by: Yao, Dongyu, et al.
Published: (2023)

FuzzAgent: Multi-Agent System for Evolutionary Library Fuzzing
by: Lyu, Yunlong, et al.
Published: (2026)

SynFuzz: Leveraging Fuzzing of Netlist to Detect Synthesis Bugs
by: Saravanan, Raghul, et al.
Published: (2025)

Comment on Revisiting Neural Program Smoothing for Fuzzing
by: She, Dongdong, et al.
Published: (2024)

Fuzzerfly Effect: Hardware Fuzzing for Memory Safety
by: Rostami, Mohamadreza, et al.
Published: (2024)

Fuzzing the PHP Interpreter via Dataflow Fusion
by: Jiang, Yuancheng, et al.
Published: (2024)

RAG-Based Fuzzing of Cross-Architecture Compilers
by: Elnaggar, Rana, et al.
Published: (2025)

ThreadFuzzer: Fuzzing Framework for Thread Protocol
by: Siroš, Ilja, et al.
Published: (2025)

Qualcomm Trusted Application Emulation for Fuzzing Testing
by: Fan, Chun-I, et al.
Published: (2025)

APFuzz: Towards Automatic Greybox Protocol Fuzzing
by: Wang, Yu, et al.
Published: (2026)

Multi-target Coverage-based Greybox Fuzzing
by: Ichikawa, Masami
Published: (2026)

MobFuzz: Adaptive Multi-objective Optimization in Gray-box Fuzzing
by: Zhang, Gen, et al.
Published: (2024)

FuzzBox: Blending Fuzzing into Emulation for Binary-Only Embedded Targets
by: Cesarano, Carmine, et al.
Published: (2025)

Enhancing Fuzz Testing Efficiency through Automated Fuzz Target Generation
by: Tran, Chi Thien
Published: (2026)

ProphetFuzz: Fully Automated Prediction and Fuzzing of High-Risk Option Combinations with Only Documentation via Large Language Model
by: Wang, Dawei, 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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