RO-SVD: A Reconfigurable Hardware Copyright Protection Framework for AIGC Applications

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ran, Zhuoheng, Abdelgawad, Muhammad A. A., Zhang, Zekai, Cheung, Ray C. C., Yan, Hong
Format:	Preprint
Published:	2024
Subjects:	Distributed, Parallel, and Cluster Computing Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

HexiSeq: Accommodating Long Context Training of LLMs over Heterogeneous Hardware
by: Liang, Yan, et al.
Published: (2026)

Batch Denoising for AIGC Service Provisioning in Wireless Edge Networks
by: Xu, Jinghang, et al.
Published: (2025)

Unleashing the Power of Tree-of-Thoughts for Edge-Enabled AIGC Service Provisioning
by: Liu, Zhang, et al.
Published: (2026)

HexiScale: Facilitating Large Language Model Training over Heterogeneous Hardware
by: Yan, Ran, et al.
Published: (2024)

AMSP: Reducing Communication Overhead of ZeRO for Efficient LLM Training
by: Chen, Qiaoling, et al.
Published: (2023)

AIGC-assisted Federated Learning for Vehicular Edge Intelligence: Vehicle Selection, Resource Allocation and Model Augmentation
by: Qiang, Xianke, et al.
Published: (2025)

TOB-SVD: Total-Order Broadcast with Single-Vote Decisions in the Sleepy Model
by: D'Amato, Francesco, et al.
Published: (2023)

Benchmarking Compound AI Applications for Hardware-Software Co-Design
by: Samuthrsindh, Paramuth, et al.
Published: (2026)

EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning
by: Xu, Zhifei, et al.
Published: (2025)

Reconfigurable Holographic Surfaces and Near Field Communication for Non-Terrestrial Networks: Potential and Challenges
by: Jamshed, Muhammad Ali, et al.
Published: (2025)

OnePiece: A Large-Scale Distributed Inference System with RDMA for Complex AI-Generated Content (AIGC) Workflows
by: Chen, June, et al.
Published: (2026)

The Task Completion Problem and its Application to Crash-Resilient Computation
by: Fischer, Orr, et al.
Published: (2026)

DWM-RO: Decentralized World Models with Reasoning Offloading for SWIPT-enabled Satellite-Terrestrial HetNets
by: Liu, Guangyuan, et al.
Published: (2025)

Towards Reconfigurable Linearizable Reads
by: Thiessen, Myles, et al.
Published: (2024)

On the Power of Graphical Reconfigurable Circuits
by: Emek, Yuval, et al.
Published: (2024)

Reconfigurable Heterogeneous Quorum Systems
by: Li, Xiao, et al.
Published: (2023)

HexGen-2: Disaggregated Generative Inference of LLMs in Heterogeneous Environment
by: Jiang, Youhe, et al.
Published: (2025)

Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks
by: Xu, Changfu, et al.
Published: (2024)

Towards Energy-Efficient Serverless Computing with Hardware Isolation
by: Carl, Natalie, et al.
Published: (2025)

SlimEdge: Performance and Device Aware Distributed DNN Deployment on Resource-Constrained Edge Hardware
by: Kumar, Mahadev Sunil, et al.
Published: (2025)

Hamava: Fault-tolerant Reconfigurable Geo-Replication on Heterogeneous Clusters
by: Mane, Tejas, et al.
Published: (2024)

Efficient Distributed Algorithms for Shape Reduction via Reconfigurable Circuits
by: Almalki, Nada, et al.
Published: (2025)

On the Shape Containment Problem within the Amoebot Model with Reconfigurable Circuits
by: Artmann, Matthias, et al.
Published: (2025)

Transaction-Driven Dynamic Reconfiguration for Certificate-Based Payment Systems
by: Shangguan, Lingkang
Published: (2026)

Rubick: Exploiting Job Reconfigurability for Deep Learning Cluster Scheduling
by: Zhang, Xinyi, et al.
Published: (2024)

Orchestrating Mixed-Criticality Cloud Workloads in Reconfigurable Manufacturing Systems
by: Barletta, Marco, et al.
Published: (2024)

FlexFL: Heterogeneous Federated Learning via APoZ-Guided Flexible Pruning in Uncertain Scenarios
by: Chen, Zekai, et al.
Published: (2024)

A Scalable Distributed Framework for Multimodal GigaVoxel Image Registration
by: Jena, Rohit, et al.
Published: (2025)

Extracting the Potential of Emerging Hardware Accelerators for Symmetric Eigenvalue Decomposition
by: Wang, Hansheng, et al.
Published: (2024)

A Model Aware AIGC Task Offloading Algorithm in IIoT Edge Computing
by: Wang, Xin, et al.
Published: (2025)

Leveraging Hardware Performance Counters for Predicting Workload Interference in Vector Supercomputers
by: Shubham, et al.
Published: (2024)

INDIGO: Page Migration for Hardware Memory Disaggregation Across a Network
by: Patke, Archit, et al.
Published: (2025)

Improving GPU Multi-Tenancy Through Dynamic Multi-Instance GPU Reconfiguration
by: Wang, Tianyu, et al.
Published: (2024)

LiveR: Fine-Grained Elasticity via Live Reconfiguration for Model Training
by: Liu, Haoyuan, et al.
Published: (2026)

HMTRace: Hardware-Assisted Memory-Tagging based Dynamic Data Race Detection
by: Shastri, Jaidev, et al.
Published: (2024)

Loki: A System for Serving ML Inference Pipelines with Hardware and Accuracy Scaling
by: Ahmad, Sohaib, et al.
Published: (2024)

Modernizing an Operational Real-time Tsunami Simulator to Support Diverse Hardware Platforms
by: Takahashi, Keichi, et al.
Published: (2024)

Gaia: Hybrid Hardware Acceleration for Serverless AI in the 3D Compute Continuum
by: Reisecker, Maximilian, et al.
Published: (2025)

Comparing the Run-time Behavior of Modern PDES Engines on Alternative Hardware Architectures
by: Marotta, Romolo, 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	"74cbe74f4ffa95a2e096cd3c146b3f49"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790867551.894 "_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=en; 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	"61212"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2406_11536/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2406_11536/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790867551.8778
REQUEST_TIME	1790867551

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

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

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790867551.894 "_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=en; 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	"61212"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2406_11536/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2406_11536/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790867551.8778
REQUEST_TIME	1790867551

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: