UNITED STATES
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FORM
CURRENT REPORT
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Item 8.01 Other Events
On December 31, 2025, Health Discovery Corporation (the “Company”) filed a patent infringement lawsuit against NVIDIA Corporation (“NVIDIA”) in the United States District Court for the District of Delaware. The lawsuit seeks legal and equitable relief based on NVIDIA’s unlawful infringement of U.S. Patent No. 10,402,685 (the “‘685 Patent”) which generally relates to Recursive Feature Elimination Method Using Support Vector Machines for selecting features from a dataset to improve pattern recognition and classification tasks.
The claimed invention of the ‘685 Patent introduces a recursive training and elimination process that systematically ranks data features by their contribution to model accuracy and removes the least significant ones. This approach allows a learning system not only to classify data, but to intelligently refine the data representation itself, thereby yielding a more efficient, interpretable and generalizable model.
In summary, the lawsuit asserts that NVIDIA infringes, at least, representative method claim 1 of the ‘685 Patent through its GPU-accelerated machine-learning stack. The ‘685 Patent expired on or about June 27, 2025, but the Company is seeking damages and other relief for the period for which the statute of limitations on the infringement claim has not yet expired. The Company is seeking, among other relief, trebled damages based on NVIDIA’s willful and deliberate infringement.
There can be no assurance as to the outcome of this litigation or the timetable for bringing this case to trial.
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SIGNATURES
Pursuant to the requirements of the Securities Exchange Act of 1934, the registrant has duly caused this report to be signed on its behalf by the undersigned thereunto duly authorized.
| HEALTH DISCOVERY CORPORATION | ||
| Registrant | ||
| Dated: January 21, 2026 | By: | /s/ Alan K. Hauser |
|
Alan K. Hauser Chief Executive Officer | ||
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