Supervised Robustness-preserving Data-free Neural Network Pruning

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Meng, Mark Huasong, Bai, Guangdong, Teo, Sin Gee, Dong, Jin Song
Formato:	Preprint
Publicado:	2022
Materias:	Machine Learning Cryptography and Security
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

PAODING: A High-fidelity Data-free Pruning Toolkit for Debloating Pre-trained Neural Networks
por: Meng, Mark Huasong, et al.
Publicado: (2024)

Assessing Privacy Compliance of Android Third-Party SDKs
por: Meng, Mark Huasong, et al.
Publicado: (2024)

Beyond the Scope: Security Testing of Permission Management in Team Workspace
por: Wan, Liuhuo, et al.
Publicado: (2025)

Fusing Pruned and Backdoored Models: Optimal Transport-based Data-free Backdoor Mitigation
por: Lin, Weilin, et al.
Publicado: (2024)

Embedding Poisoning: Bypassing Safety Alignment via Embedding Semantic Shift
por: Yuan, Shuai, et al.
Publicado: (2025)

Graph Neural Network Explanations are Fragile
por: Li, Jiate, et al.
Publicado: (2024)

Hashed Watermark as a Filter: Defeating Forging and Overwriting Attacks in Weight-based Neural Network Watermarking
por: Yao, Yuan, et al.
Publicado: (2025)

Adaptive Pruning of Deep Neural Networks for Resource-Aware Embedded Intrusion Detection on the Edge
por: Broggi, Alexandre, et al.
Publicado: (2025)

Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks
por: Gosch, Lukas, et al.
Publicado: (2024)

FedSurrogate: Backdoor Defense in Federated Learning via Layer Criticality and Surrogate Replacement
por: Abacha, Fatima Z., et al.
Publicado: (2026)

Deterministic Certification of Graph Neural Networks against Graph Poisoning Attacks with Arbitrary Perturbations
por: Li, Jiate, et al.
Publicado: (2025)

Robust Semi-Supervised Temporal Intrusion Detection for Adversarial Cloud Networks
por: Chattopadhyay, Anasuya, et al.
Publicado: (2026)

Pruning Graphs by Adversarial Robustness Evaluation to Strengthen GNN Defenses
por: Wang, Yongyu
Publicado: (2025)

Multiplicative Reweighting for Robust Neural Network Optimization
por: Bar, Noga, et al.
Publicado: (2021)

FedSpaLLM: Federated Pruning of Large Language Models
por: Bai, Guangji, et al.
Publicado: (2024)

On the Adversarial Robustness of Graph Neural Networks with Graph Reduction
por: Wu, Kerui, et al.
Publicado: (2024)

Revisiting Edge Perturbation for Graph Neural Network in Graph Data Augmentation and Attack
por: Liu, Xin, et al.
Publicado: (2024)

Verification of Bit-Flip Attacks against Quantized Neural Networks
por: Zhang, Yedi, et al.
Publicado: (2025)

Can Graph Neural Networks Expose Training Data Properties? An Efficient Risk Assessment Approach
por: Yuan, Hanyang, et al.
Publicado: (2024)

Indiscriminate Data Poisoning Attacks on Neural Networks
por: Lu, Yiwei, et al.
Publicado: (2022)

EPA: Neural Collapse Inspired Robust Out-of-Distribution Detector
por: Zhang, Jiawei, et al.
Publicado: (2024)

Certified Robust Accuracy of Neural Networks Are Bounded due to Bayes Errors
por: Zhang, Ruihan, et al.
Publicado: (2024)

Robust Spectral Watermark for Synthetic Tabular Data
por: Zhao, Yizhou, et al.
Publicado: (2025)

PrivaDE: Privacy-preserving Data Evaluation for Blockchain-based Data Marketplaces
por: Wong, Wan Ki, et al.
Publicado: (2025)

Certified Defense on the Fairness of Graph Neural Networks
por: Dong, Yushun, et al.
Publicado: (2023)

Distributed Deep Variational Approach for Privacy-preserving Data Release
por: Alsulaimawi, Zahir, et al.
Publicado: (2026)

Decentralised, Collaborative, and Privacy-preserving Machine Learning for Multi-Hospital Data
por: Fang, Congyu, et al.
Publicado: (2024)

An Efficient Privacy-preserving Intrusion Detection Scheme for UAV Swarm Networks
por: Gharami, Kanchon, et al.
Publicado: (2025)

A Comprehensive Survey on Trustworthy Graph Neural Networks: Privacy, Robustness, Fairness, and Explainability
por: Dai, Enyan, et al.
Publicado: (2022)

Hard-Label Cryptanalytic Extraction of Neural Network Models
por: Chen, Yi, et al.
Publicado: (2024)

DivQAT: Enhancing Robustness of Quantized Convolutional Neural Networks against Model Extraction Attacks
por: Khaled, Kacem, et al.
Publicado: (2025)

FedP3: Federated Personalized and Privacy-friendly Network Pruning under Model Heterogeneity
por: Yi, Kai, et al.
Publicado: (2024)

Activation Functions Considered Harmful: Recovering Neural Network Weights through Controlled Channels
por: Spielman, Jesse, et al.
Publicado: (2025)

Functional Encryption in Secure Neural Network Training: Data Leakage and Practical Mitigations
por: Ioniţă, Alexandru, et al.
Publicado: (2025)

Publishing Neural Networks in Drug Discovery Might Compromise Training Data Privacy
por: Krüger, Fabian P., et al.
Publicado: (2024)

Adaptive Backdoor Attacks with Reasonable Constraints on Graph Neural Networks
por: Dong, Xuewen, et al.
Publicado: (2025)

Verification of Neural Networks' Global Robustness
por: Kabaha, Anan, et al.
Publicado: (2024)

Privacy-Preserved Neural Graph Databases
por: Hu, Qi, et al.
Publicado: (2023)

SDN-Based False Data Detection With Its Mitigation and Machine Learning Robustness for In-Vehicle Networks
por: Dang, Long, et al.
Publicado: (2025)

High-Resolution Convolutional Neural Networks on Homomorphically Encrypted Data via Sharding Ciphertexts
por: Maloney, Vivian, et al.
Publicado: (2023)

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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"74cbe74f4ffa95a2e096cd3c146b3f49"
language	"es"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790867600.8565 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "74cbe74f4ffa95a2e096cd3c146b3f49" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"VUFIND_SESSION=74cbe74f4ffa95a2e096cd3c146b3f49; language=es; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.147"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"7587"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2204_00783/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2204_00783/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790867600.8407
REQUEST_TIME	1790867600

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler