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Bibliographic Details
Main Authors:	Jaberzadeh, Amir, Shrestha, Ajay Kumar, Khan, Faijan Ahamad, Shaikh, Mohammed Afaan, Dave, Bhargav, Geng, Jason
Format:	Preprint
Published:	2023
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2307.10492
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User Data Sharing Frameworks: A Blockchain-Based Incentive Solution
by: Shrestha, Ajay Kumar, et al.
Published: (2019)

Trust-Based Incentive Mechanisms in Semi-Decentralized Federated Learning Systems
by: Shrestha, Ajay Kumar
Published: (2026)

User Acceptance of Usable Blockchain-Based Research Data Sharing System: An Extended TAM Based Study
by: Shrestha, Ajay Kumar, et al.
Published: (2019)

Customer Data Sharing Platform: A Blockchain-Based Shopping Cart
by: Shrestha, Ajay Kumar, et al.
Published: (2020)

User-Controlled Privacy-Preserving User Profile Data Sharing based on Blockchain
by: Shrestha, Ajay Kumar, et al.
Published: (2019)

Exploring User Acceptance of Blockchain-Based Student Certificate Sharing System: A Study on Non Fungible Token (NFT) Utilization
by: Khati, Prakhyat, et al.
Published: (2024)

ChartDesign: Towards LLM Designer of Data Visualization
by: Ansari, Mohammed Afaan, et al.
Published: (2026)

Local Data Quantity-Aware Weighted Averaging for Federated Learning with Dishonest Clients
by: Wu, Leming, et al.
Published: (2025)

Values and Dishonest Academic Behaviors in University Students
by: Rodriguez, Santos Federico Osorto, et al.
Published: (2024)

Privacy by Voice: Modeling Youth Privacy-Protective Behavior in Smart Voice Assistants
by: Campbell, Molly, et al.
Published: (2026)

Blockchain-based Framework for Scalable and Incentivized Federated Learning
by: Wu, Bijun, et al.
Published: (2025)

Gender-Based Heterogeneity in Youth Privacy-Protective Behavior for Smart Voice Assistants: Evidence from Multigroup PLS-SEM
by: Campbell, Molly, et al.
Published: (2026)

The Impact of Virtual Achievements on Online Learning Applications
by: Bathini, Venkata Sai Bhargav, et al.
Published: (2024)

Blockchain-based Federated Recommendation with Incentive Mechanism
by: Chen, Jianhai, et al.
Published: (2024)

Cross Event Detection and Topic Evolution Mining in cross events for Man Made Disasters in Social Media Streams
by: Bide, Pramod, et al.
Published: (2026)

Incentive Allocation in Vertical Federated Learning Based on Bankruptcy Problem
by: Khan, Afsana, et al.
Published: (2023)

A Counterfactual Analysis of the Dishonest Casino
by: Haugh, Martin, et al.
Published: (2024)

IP-FL: Incentivized and Personalized Federated Learning
by: Khan, Ahmad Faraz, et al.
Published: (2023)

Toward Ethical AI: A Qualitative Analysis of Stakeholder Perspectives
by: Shrestha, Ajay Kumar, et al.
Published: (2025)

A Survey for What Developers Require in AI-powered Tools that Aid in Component Selection in CBSD
by: Ansari, Mahdi Jaberzadeh, et al.
Published: (2025)

Financial Incentives for the Development of Blockchain‐Based Platforms
by: Andrea Canidio
Published: (2025)

SI-ChainFL: Shapley-Incentivized Secure Federated Learning for High-Speed Rail Data Sharing
by: Zhao, Mingjie, et al.
Published: (2026)

Towards Realistic Mechanisms That Incentivize Federated Participation and Contribution
by: Bornstein, Marco, et al.
Published: (2023)

Differentials on Forested and Hairy Graph Complexes with Dishonest Hairs
by: Grunder, Nicolas
Published: (2024)

Luring cannibal: Dishonest sexual signalling in the springbok mantis
by: Laura Knapwerth, et al.
Published: (2025)

A Differentially Private Blockchain-Based Approach for Vertical Federated Learning
by: Tran, Linh, et al.
Published: (2024)

Incentivizing Time-Aware Fairness in Data Sharing
by: Chen, Jiangwei, et al.
Published: (2025)

Data Depth and Core-based Trend Detection on Blockchain Transaction Networks
by: Zhu, Jason, et al.
Published: (2023)

Thermodynamics of strongly magnetized dense quark matter from hard dense loop perturbation theory
by: Satapathy, Sarthak, et al.
Published: (2025)

Proud to Be Dishonest: Emotional Consequences of Altruistic Versus Egoistic Dishonesty
by: Shaked Shuster, et al.
Published: (2024)

Dishonest Approximate Computing: A Coming Crisis for Cloud Clients
by: Wang, Ye, et al.
Published: (2024)

Learning-based Big Data Sharing Incentive in Mobile AIGC Networks
by: Wen, Jinbo, et al.
Published: (2024)

Blockchain‐Based Federated Learning Methodologies in Smart Environments for Drone Technology
by: Mukkoti Maruthi Venkata Chalapathi, et al.
Published: (2025)

Unified Origin of Inflation, Baryon Asymmetry, and Neutrino Mass
by: Kaladharan, Ajay, et al.
Published: (2024)

Fermion mass, Axion dark matter, and Leptogenesis in SO(10) GUT
by: Kaladharan, Ajay, et al.
Published: (2023)

From Framework to Practice: Youth Negotiations of Privacy with Smart Voice Assistants Through the PEA-AI Lens
by: Campbell, Molly, et al.
Published: (2026)

Covert Surveillance in Smart Devices: A SCOUR Framework Analysis of Youth Privacy Implications
by: Shouli, Austin, et al.
Published: (2025)

Privacy Ethics Alignment in AI: A Stakeholder-Centric Framework for Ethical AI
by: Barthwal, Ankur, et al.
Published: (2025)

OPUS-VFL: Incentivizing Optimal Privacy-Utility Tradeoffs in Vertical Federated Learning
by: Madabushi, Sindhuja, 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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