Machine learning US 12,367,407 B2 Not in force

Behavioral prediction and boundary settings, control and safety assurance of ML and AI systems

This invention describes a computer program that can predict and manage the behavior of complex automated systems, like robots or self-driving cars. It works by using special AI models that can explain their decisions, allowing the system to understand why certain actions might occur. This helps set safe limits for the system's operation and anticipate potential problems, ensuring it operates safely, especially when interacting with people.

Why it matters: Filed when explainable AI (XAI) was emerging, the intervening years have seen a massive increase in demand for AI safety and interpretability, especially for autonomous systems. Regulatory pressure and public scrutiny on AI reliability have made the core problem this invention addresses—guaranteeing safe operation through explainable behavioral prediction—a critical and more solvable challenge today.

Status: Not in forceListed as no longer active. The specific reason is not in the record we hold.
How hard to build: SpecializedHeavy software system, complex AI/ML development

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