MUMBAI, India, June 26 -- Intellectual Property India has published a patent application (202621053853 A) filed by Nabh Sanjay Mehta on April 28, 2026, for System And Method For Constraint-Bound Incremental Construction And Execution Control Of Probabilistic Models.
Inventor includes Nabh Sanjay Mehta.
The application for the patent was published on June 19, 2026, under issue no. 25/2026.
Abstract: A computer-implemented system and method for constructing and executing probabilistic models using a constraint-bound incremental representation are disclosed. Input data, including natural language, structured data, or programmatic specifications, is transformed into a structured intermediate representation comprising variables, dependencies, and probabilistic distributions. The representation is constructed incrementally while enforcing probabilistic and structural constraints at each step. Constraint propagation mechanisms maintain global probabilistic consistency by updating only affected portions of the representation without recomputing the entire model. An execution control mechanism evaluates completeness criteria and restricts execution until the representation is complete and consistent. The system further supports guided repair of constraint violations and probabilistic inference, including forward and backward reasoning. The disclosed approach enables efficient, reliable, and consistent probabilistic computation while eliminating invalid intermediate states.
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