United States

USPTO Patent US12585765B2 for Robust Natural Language Classification

The USPTO has granted patent US12585765B2 to Barracuda Networks, Inc. for a system and method for robust natural language classification under character encoding. This patent describes a novel approach to train NLP models using synthetic text corpora to detect and classify character swap attacks.

USPTO Patent US12585730B2: Machine Learning Model Management

The USPTO has granted patent US12585730B2 to OPSWAT Inc. for a method of managing machine learning models used in file analysis. The patent describes a system that retrains models based on accuracy feedback to improve detection of suspicious files.

USPTO Patent for System Extracting and Categorizing Online Business Information

The USPTO has granted a patent (US12585714B1) to 6SENSE INSIGHTS, INC. for a system and method to extract and categorize online business information. The system uses a fine-tuned BERT model for URL classification and an LLM for content processing and tag generation.

Data processing system, object detection method, and apparatus thereof

The USPTO has granted patent US12585944B2 to Huawei Technologies Co., Ltd. for a data processing system and object detection method applied to the artificial intelligence field. The patent introduces shallow texture detail information into deep feature maps for improved target detection.

Patent US12585943B2: Transfer learning for seniority modeling label shortage

Patent US12585943B2: Transfer learning for seniority modeling label shortage

HAVANA Act Rules Correction

The Department of State has issued a correction to the final rule concerning the HAVANA Act. This correction amends the comment deadline for a specific section, extending it from March 16, 2026, to May 15, 2026.

Global Magnitsky Act Annual Report

The U.S. Department of State has released its annual report on the implementation of the Global Magnitsky Human Rights Accountability Act for the 2025 reporting period. The report details the use of sanctions as a foreign policy tool and lists specific designations made against foreign individuals and entities for human rights abuses and corruption.

Notice of Culturally Significant Objects Exhibition

The U.S. Department of State has issued a notice designating an object, Jean Siméon Chardin's Water Cistern, as culturally significant for temporary exhibition at The Metropolitan Museum of Art. This determination is made under the Act of October 19, 1965, and is considered to be in the national interest.

Education Dept. Teacher Cancellation Low Income Directory Information Collection

The Education Department has published a notice regarding information collection activities for the Teacher Cancellation Low Income Directory. This notice details proposals and approvals related to data collection for this directory, which is used to track teacher service for loan cancellation purposes.

Idaho Telecommunications Relay Service Annual Report and Budget Order

The Idaho Public Utilities Commission has issued a final order accepting the 2025 Telecommunications Relay Service (TRS) Annual Report and adopting the 2026 TRS Budget. The order maintains current contribution rates for local exchange carriers and long-distance services.