Multi-View Slot Attention Using Paraphrased Texts for Face Anti-Spoofing

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yu, Jeongmin, Kim, Susang, Lee, Kisu, Kwon, Taekyoung, Shin, Won-Yong, Kim, Ha Young
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Cryptography and Security
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

KDPrint: Passive Authentication using Keystroke Dynamics-to-Image Encoding via Standardization
by: Kim, Yooshin, et al.
Published: (2024)

DualGuard: Dual-stream Large Language Model Watermarking Defense against Paraphrase and Spoofing Attack
by: Li, Hao, et al.
Published: (2025)

Block-wise Codeword Embedding for Reliable Multi-bit Text Watermarking
by: Kim, Joeun, et al.
Published: (2026)

Neutralization of IMU-Based GPS Spoofing Detection using external IMU sensor and feedback methodology
by: Jung, Ji Hyuk, et al.
Published: (2025)

GPS Spoofing Attacks on AI-based Navigation Systems with Obstacle Avoidance in UAV
by: Jung, Ji Hyuk, et al.
Published: (2025)

ALPS: Automated Least-Privilege Enforcement for Securing Serverless Functions
by: Shin, Changhee, et al.
Published: (2026)

SpoofTrackBench: Interpretable AI for Spoof-Aware UAV Tracking and Benchmarking
by: Le, Van, et al.
Published: (2025)

A Survey of Threats Against Voice Authentication and Anti-Spoofing Systems
by: Kamel, Kamel, et al.
Published: (2025)

GPS Spoofing Attacks and Pilot Responses Using a Flight Simulator Environment
by: Durieux, Mathilde, et al.
Published: (2025)

Towards Detecting IoT Event Spoofing Attacks Using Time-Series Classification
by: Maroof, Uzma, et al.
Published: (2024)

Seven Security Challenges That Must be Solved in Cross-domain Multi-agent LLM Systems
by: Ko, Ronny, et al.
Published: (2025)

SMap: Internet-wide Scanning for Spoofing
by: Dai, Tianxiang, et al.
Published: (2020)

StealthRL: Reinforcement Learning Paraphrase Attacks for Multi-Detector Evasion of AI-Text Detectors
by: Ranganath, Suraj, et al.
Published: (2026)

SAMark: A Self-Anchored Text Watermarking with Paragraph-Level Paraphrase Robustness
by: Huo, Jiahao, et al.
Published: (2026)

A Robust Semantics-based Watermark for Large Language Model against Paraphrasing
by: Ren, Jie, et al.
Published: (2023)

GPS-Spoofing Attack Detection Mechanism for UAV Swarms
by: Mykytyn, Pavlo, et al.
Published: (2023)

STOP! Camera Spoofing via the in-Vehicle IP Network
by: Peri, Dror, et al.
Published: (2024)

GNSS Spoofing Detection Based on Opportunistic Position Information
by: Liu, Wenjie, et al.
Published: (2025)

Framework for Discovering GPS Spoofing Attacks in Drone Swarms
by: Yao, Yingao Elaine, et al.
Published: (2026)

UAVCAN Dataset Description
by: Kim, Dongsung, et al.
Published: (2022)

SmartX Intelligent Sec: A Security Framework Based on Machine Learning and eBPF/XDP
by: Farasat, Talaya, et al.
Published: (2024)

DefenSee: Dissecting Threat from Sight and Text -- A Multi-View Defensive Pipeline for Multi-modal Jailbreaks
by: Wang, Zihao, et al.
Published: (2025)

Cross-Modal Phantom: Coordinated Camera-LiDAR Spoofing Against Multi-Sensor Fusion in Autonomous Vehicles
by: Khan, Shahriar Rahman, et al.
Published: (2026)

Turn Your Face Into An Attack Surface: Screen Attack Using Facial Reflections in Video Conferencing
by: Huang, Yong, et al.
Published: (2026)

From Spoofing to Trust: Emergency Alerts Spoofing Testbed and Cross-Cell Verification
by: Hasna, Abdallah Abou, et al.
Published: (2026)

Demoting Security via Exploitation of Cache Demote Operation in Intel's Latest ISA Extension
by: Kim, Taehun, et al.
Published: (2025)

Investigating Threats Posed by SMS Origin Spoofing to IoT Devices
by: Tsunoda, Akaki
Published: (2023)

Self-Supervised Federated GNSS Spoofing Detection with Opportunistic Data
by: Liu, Wenjie, et al.
Published: (2025)

RLSpoofer: A Lightweight Evaluator for LLM Watermark Spoofing Resilience
by: Huang, Hanbo, et al.
Published: (2026)

Slot: Provenance-Driven APT Detection through Graph Reinforcement Learning
by: Qiao, Wei, et al.
Published: (2024)

Bileve: Securing Text Provenance in Large Language Models Against Spoofing with Bi-level Signature
by: Zhou, Tong, et al.
Published: (2024)

Mutual Information Minimization for Side-Channel Attack Resistance via Optimal Noise Injection
by: Woo, Jiheon, et al.
Published: (2025)

Payload-Aware Intrusion Detection with CMAE and Large Language Models
by: Kim, Yongcheol, et al.
Published: (2025)

Exploiting PendingIntent Provenance Confusion to Spoof Android SDK Authentication
by: Khinda, Ramanpreet Singh
Published: (2026)

Consumer INS Coupled with Carrier Phase Measurements for GNSS Spoofing Detection
by: Johansson, Tore, et al.
Published: (2025)

Practical Spoofing Attacks on Galileo Open Service Navigation Message Authentication
by: Wang, Haiyang, et al.
Published: (2025)

Schema-Agnostic Knowledge Graph Construction via Hybrid Ontology Discovery for Cyber Threat Intelligence
by: Kim, Seonwoo, et al.
Published: (2026)

SecTracer: A Framework for Uncovering the Root Causes of Network Intrusions via Security Provenance
by: Lee, Seunghyeon, et al.
Published: (2025)

WhiteLie: A Robust System for Spoofing User Data in Android Platforms
by: Yadav, Harish, 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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"99d9ff75d149f58ec3d2de810bf21397"
ui	"standard"
language	"en"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790847091.8911 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "99d9ff75d149f58ec3d2de810bf21397" ]`]
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=99d9ff75d149f58ec3d2de810bf21397; ui=standard; language=en"
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	"31417"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2509_06336/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2509_06336/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790847091.8859
REQUEST_TIME	1790847091

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"99d9ff75d149f58ec3d2de810bf21397"
ui	"standard"
language	"en"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790847091.8911 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "99d9ff75d149f58ec3d2de810bf21397" ]`]
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=99d9ff75d149f58ec3d2de810bf21397; ui=standard; language=en"
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	"31417"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2509_06336/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2509_06336/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790847091.8859
REQUEST_TIME	1790847091

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: