main webpage W Topic Walter Model arXiv (Cornell University) A Survey of Model Extraction Attacks and Defenses in Distributed Computing Environments 2025 Model Extraction Attacks (MEAs) threaten modern machine learning systems by enabling adversaries to steal models, exposing intellectual property and training data. With the increasing deployment of machine learning models in distributed computing environments… Article Open Walter Model Open Article Page

Walter Model

German military officer during World War II Otto Moritz Walter Model (IPA: [ˈmoːdəl]; 24 January 1891 – 21 April 1945) was a German Generalfeldmarschall during World War II. Although he was a hard-driving, aggressive panzer commander early in the war, Model became best known as a practitioner of defensive warfare. His relative success as commander of the Ninth Army in the battles of 1941–1942 determined his future career path. Model first came to Hitler's attention before World War II, but their relationship did not become especially close until 1942. Critical Symbolic Virtual Narrative Open Walter Model Open Article Page

Exploring foci of: arXiv (Cornell University) A Survey of Model Extraction Attacks and Defenses in Distributed Computing Environments 2025 Model Extraction Attacks (MEAs) threaten modern machine learning systems by enabling adversaries to steal models, exposing intellectual property and training data. With the increasing deployment of machine learning models in distributed computing environments, including cloud, edge, and federated learning settings, each paradigm introduces distinct vulnerabilities and challenges. Without a unified perspective on MEAs across these distributed environments, organizations risk fragmented defenses, inadequate risk ass… Open Article Page

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Explore Walter Model W Topic Walter Model arXiv (Cornell University) A Survey of Model Extraction Attacks and Defenses in Distributed Computing Environments 2025 Model Extraction Attacks (MEAs) threaten modern machine learning systems by enabling adversaries to steal models, exposing intellectual property and training data. With the increasing deployment of machine learning models in distributed computing environments… Article Critical Symbolic Virtual Narrative Open Walter Model Open Article Page