Norfolk Man Sentenced to 3 Years 10 Months for PPP Fraud and Money Laundering

IRS Criminal Investigation announced the sentencing of Brian Renard Manley Jr. to 3 years and 10 months in federal prison for money laundering and unlawful monetary transactions connected to fraudulent Paycheck Protection Program loans. Manley and his co-defendant spouse obtained $700,000 in total fraudulent PPP funds ($350,000 each) by submitting applications containing fabricated tax returns created by a third party in Georgia.

Updated Ukraine Sanctions Notice - Swiss WBF Changes

FINMA Switzerland issued an updated sanctions notice regarding Ukraine following changes by the Swiss Federal Department of Economic Affairs, Education and Research (WBF) to the ordinance on measures relating to the Ukraine situation (SR 946.231.176.72). On March 31, 2026, WBF amended Appendix 8 of the ordinance, with changes taking effect April 1, 2026 at 23:00. Financial intermediaries must implement sanctions prohibitions, freeze assets of sanctioned persons, and report affected business relationships to SECO.

NLRB Legal Background and Constitutional Challenges

The Congressional Research Service published a legal background report examining the National Labor Relations Board (NLRB) and recent constitutional challenges to its structure. The report analyzes for-cause removal provisions under 29 U.S.C. § 153(a), separation-of-powers concerns regarding the NLRB's combined investigatory and adjudicatory functions, Fifth Amendment due process claims, and Seventh Amendment jury trial rights. The report covers key cases including Trump v. Wilcox, 145 S. Ct. 1415 (2025) and NLRB v. North Mountain Foothills Apartments, 157 F.4th 1089 (9th Cir. 2025).

Lifetime Low Earners and Social Security: Analysis of HRS Data

CRS report analyzing Social Security benefits for lifetime low earners using Health and Retirement Study data. The report examines benefit eligibility based on earnings and marriage, benefit amounts, income dependency, poverty status, and work histories of low earners. It also analyzes selected policy proposals including the special minimum benefit, child caregiving credits, and changes to computation years.

Method and apparatus with neural network control

The USPTO granted Samsung Electronics Patent US12596911B2 on April 7, 2026, covering a method for selecting neural networks from available networks based on minimizing the sum of mutual information between selected networks, with the networks configured to perform inference on input data. The patent names Jongseok Kim, Hyun Oh Song, and Yeonwoo Jeong as inventors and was filed under Application No. 17979962.

OneShot Neural Architecture and Hardware Architecture Search

USPTO granted Google LLC patent US12596909B2 covering methods for jointly searching machine learning model architectures and hardware architectures in a combined search space. The technology utilizes weight sharing through a supernetwork and multi-objective reward functions optimizing for quality, performance, power, and area. The patent lists six inventors including researchers from Google's hardware and ML teams.

GAN-based Neural Architecture Search Patent Grant

The USPTO granted Patent US12596914B2 to Huawei Technologies Co., Ltd. covering a method for neural architecture search using a generative adversarial network. The system comprises a generator that creates neural network architectures and a discriminator that selects the optimal architecture based on a user-provided search space query. The patent contains 20 claims and was filed on November 1, 2021.

Neural network operation apparatus and method

USPTO granted Samsung patent US12596907B2 for a neural network operation apparatus and method. The patent covers a system with memory for storing neural network operation data and a processor that validates data, obtains real memory addresses from virtual tensor addresses, and performs neural network operations. Inventors Hanwoong Jung, Soonhoi Ha, Donghyun Kang, and Duseok Kang developed the claimed technology with 12 claims.

Weak neural architecture search predictor patent granted

USPTO granted Microsoft Technology Licensing, LLC patent US12596908B2 for a weak neural architecture search (NAS) predictor system. The invention covers methods for iteratively searching machine learning architecture spaces using performance prediction, scoring information, and thresholding to identify optimal candidate architectures. The patent includes 20 claims covering neural network search techniques and stopping criteria.

Information processing device for improving quality of generator of GAN

The USPTO granted patent US12596910B2 to Nomura Research Institute, Ltd. covering an information processing device that executes learning algorithms for conditional generative adversarial networks and formal verification algorithms to ensure generative models produce outputs within designated class boundaries. The patent addresses GAN quality improvement through classification-based property verification within defined noise vector norms.