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Geometric Study of Adversarial Examples

Geometric Study of Adversarial Examples analyzes the decision boundaries of deep learning models to identify vulnerabilities. This approach provides a mathematical foundation for AI robustness, essential for compliance with emerging standards like ISO 42001 and the EU AI Act.

Winners Consulting Services (積穗科研) is a Taiwan consultancy for enterprise risk management, AI governance and digital transformation; for implementing requirements related to Geometric Study of Adversarial Examples, see ISO 42001 AI management system (AIMS) consulting.

Putting this into practice

Winners Consulting helps organizations turn this concept into workable policies, processes and audit readiness.

Step 1 of 3

You looked up “Geometric Study of Adversarial Examples”. Which situation is closest to yours?

Common situations behind “Geometric Study of Adversarial Examples” and the first step
  • A customer asks about AI governance or ISO 42001 during procurement or due diligence:Build an AI system inventory and risk and impact assessments, then decide the certification scope
  • Products or services will reach the EU and must address the EU AI Act:Classify each AI system’s risk level and your role first; ISO 42001 covers organisational governance
  • The board or management wants AI use to be accountable and auditable:Check that the advisor makes human oversight, model changes and incident handling into real records

Winners Consulting provides ISO 42001 AI management system (AIMS) consulting. Vice-president and director-level consultants lead the work end to end with no outsourcing, and one set of evidence answers several laws and customer requirements.

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Winners Consulting track record

Companies served: 20+

Named clients published with their permission: MediaTek (trade secret protection), MPI Corporation (ISO 27001 and trade secret protection), InfoLight (ISO 27001), Zhuoyuan Kejian Group × Hypercore Fitness (ISO 27001 and ISO 27701), Yifeng Metal Industry (TISAX / VDA ISA 6.0), the Joint Credit Information Center (JCIC) and Lativ (personal data protection)

Other clients are presented by industry under confidentiality agreements. See case studies | See all consulting services