MUMBAI, India, Jan. 9 -- Intellectual Property India has published a patent application (202521130703 A) filed by Symbiosis International, Pune, Maharashtra, on Dec. 23, 2025, for 'system and method for quantum-aware molecular generation using self-referencing embedded string representations.'

Inventor(s) include Dr. Shreyas Rajendra Hole.

The application for the patent was published on Jan. 9, under issue no. 02/2026.

According to the abstract released by the Intellectual Property India: "A computer-implemented system for quantum-aware molecular generation using self-referencing embedded string representations is disclosed. The system comprises a processor and memory storing instructions for receiving molecular structure data with quantum properties including electronic energies, frontier orbital characteristics, and molecular polarity from a database. Molecular structures are converted into self-referencing embedded string sequences through grammar-validated tokenization ensuring bijective mapping between molecular graphs and strings. A hybrid neural architecture processes sequences using attention-based encoders capturing long-range structural correlations and recurrent decoders generating token sequences. Auxiliary prediction networks estimate quantum properties from latent representations trained on density functional theory descriptors. Novel molecular structures are generated by sampling learned probability distributions conditioned on predicted quantum properties while enforcing chemical validity constraints. Generated molecules are evaluated using validity, uniqueness, and novelty metrics. Joint optimization balances sequence reconstruction accuracy and quantum prediction error, achieving ninety-nine percent validity."

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