Trade Mark Journal No.2025/051 19 December 2025

UK00004303624 1 December 2025 (9,35,41,42)

Probabilistic Inference Collapse

Class 9
Downloadable electronic publications in the field of artificial intelligence; downloadable standards, specifications, frameworks, and guidance relating to artificial intelligence, machine interpretation, probabilistic inference, and representational stability; downloadable data sets and machine-readable metadata relating to artificial intelligence; downloadable software for analysing, modelling, detecting, or preventing probabilistic inference collapse in AI systems; downloadable diagnostic tools for evaluating the behaviour, accuracy, or inference patterns of AI models; downloadable educational materials relating to artificial intelligence, AI governance, AI perception, and machine-side analytics. .
Class 35
Business consultancy, advisory and information services in the field of artificial intelligence; business consultancy relating to artificial intelligence standards, governance, risk management, and representational clarity; compilation and provision of business data, analytics, and insights relating to AI system behaviour, probabilistic inference, and machine interpretation; business advisory services relating to the detection, analysis, or mitigation of probabilistic inference collapse in AI systems; provision of commercial and business information relating to artificial intelligence, AI governance, and AI perception. .
Class 41
Education, training and instructional services in the field of artificial intelligence; provision of training relating to artificial intelligence standards, governance, representational accuracy, and machine interpretation; educational services relating to the identification, analysis, and mitigation of probabilistic inference collapse in AI systems; publication of educational materials, standards, frameworks, and guidance relating to artificial intelligence, AI perception, and machine-side analytics; organising and conducting workshops, seminars, and certification programmes in the field of artificial intelligence. .
Class 42
Scientific and technological services in the field of artificial intelligence; development of technical standards, specifications, frameworks, and methodologies relating to artificial intelligence, machine interpretation, and probabilistic inference; design and development of software for analysing, modelling, detecting, or mitigating probabilistic inference collapse in AI systems; evaluation, testing, and validation of AI models for inference behaviour, representational accuracy, and interpretive stability; consultancy relating to artificial intelligence, AI governance, AI perception, and machine-side analytics; provision of online non-downloadable software for assessing AI system behaviour and representational risks. .

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