Method and apparatus for adapting machine learning to changes in user interest

USPTO granted patent US12596937B2 to AT&T Intellectual Property I, L.P. covering methods for adapting machine learning systems to changes in user interest over multiple cycles. The patent discloses assigning interest measures to inputs, tracking performance levels, and dynamically adjusting intelligence levels as new user inputs are received. The patent contains 20 claims and is classified under CPC groups G06N 5/04 and G06N 20/00.

Automatic labeling of data for vehicle machine learning models

USPTO granted patent US12596939B2 to inventors including Harsh Bhupendra Bhate and others, covering an automatic data labeling system for vehicle-based machine learning models. The system receives data identification and labeling parameters via a configuration file, creates publication topics on the vehicle, and appends labels to data using metadata for model training purposes.

Smart training and smart deployment of machine learning models

The USPTO granted patent US12596940B2 to GE Precision Healthcare LLC covering systems and techniques for smart training and deployment of machine learning models. The invention computes feature distributions of training data candidates and identifies a strict subset whose distributions match the full dataset, enabling more efficient ML model training. The patent includes 20 claims under CPC classifications G06N 5/041, G06N 20/00, G06N 3/08, G06N 3/04, and G06F 17/18.

Realistic counterfactual explanation of machine learning predictions

USPTO granted IBM patent US12596941B2 for a computer-implemented method of generating counterfactual explanations for machine learning model predictions using Constraint Satisfaction Problem (CSP) solvers. The method analyzes ML datasets to deduce constraints, generates CSP rules, and uses solver solutions as counterfactual explanations for model predictions. The patent contains 19 claims and covers technology for improving ML model interpretability.

Systems and methods for enhancing insurance operations using mobile driver's license

The USPTO granted patent US12597075B2 to Wells Fargo Bank, N.A. covering systems and methods for using mobile driver's licenses (mDL) to enhance insurance data exchange. The invention enables identity verification via mDL, secondary verification using risk determination models, and automated data retrieval from insurance entities. The patent contains 17 claims and was filed on July 12, 2024.

Futures margin modeling system having seasonality detection

USPTO granted patent US12597083B2 to Chicago Mercantile Exchange Inc. for a futures margin modeling system that uses wavelet decomposition and rolling statistical methods to detect seasonality patterns in commodity products. The system enables clearinghouse computing devices to generate more accurate margin requirements for portfolios by identifying seasonal trends in historical data.

HOVERBOARD trademark cancellation denied, Razor USA vs Golabs

HOVERBOARD trademark cancellation denied, Razor USA vs Golabs

ZAPATA OS Trademark Cancellation Granted

The TTAB granted cancellation of Trademark Registration No. TTAB92089294 for the ZAPATA OS mark. Plaintiff Zapata Technology, Inc. successfully petitioned to cancel the trademark owned by Defendant Zapata Computing, Inc. The decision removes the defendant's exclusive trademark rights to the ZAPATA OS designation.

HARI:BOL PURE FOOD FOR THE SOUL Trademark Cancellation

The USPTO Trademark Trial and Appeal Board issued a cancellation order in TTAB Proceeding No. 92089297, canceling Hari Haribol Dairy Products Pvt Ltd's trademark registration for HARI:BOL PURE FOOD FOR THE SOUL. Haribo Holding GmbH & Co. KG, the plaintiff, successfully pursued the cancellation action filed in August 2025. The TTAB reset trial dates and proceeded with the cancellation proceeding.

SW Trademark Cancellation - Smith & Wesson v. Slapwoods

The TTAB granted Smith & Wesson Inc.'s motion to strike and reset trial dates in Cancellation No. 92089332 against Slapwoods LLC's SW trademark. The cancellation proceeding, filed August 21, 2025, continues with new trial dates established. This procedural order advances the trademark dispute between the firearms manufacturer and the defendant.