Training a neural network using selective weight updates

C Case, H Wu - US Patent App. 16/428,760, 2020 - Google Patents
a feedforward artificial neural network uses layers of non-linear “hidden” units between its
inputs and outputs. Units have weight information are learned as part of training a neural …

Systems and methods for encrypting data and algorithms

G Storm, R Das, BP Gilkalaye - US Patent 11,582,203, 2023 - Google Patents
G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY
ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR …

Systems and methods for providing a marketplace where data and algorithms can be chosen and interact via encryption

G Storm, R Das, BP Gilkalaye - US Patent 11,363,002, 2022 - Google Patents
A method includes receiving, on a computer-implemented system and from user, an
identification of data and an identification of an algorithm and, based on a user interac tion …

Systems and methods for efficient computations on split data and split algorithms

G Storm, R Das, BP Gilkalaye - US Patent 12,026,219, 2024 - Google Patents
The disclosed concepts achieve privacy for data operated on by an algorithm in an efficient
manner A method includes receiving a first algorithm subset, receiving a second algorithm …

Systems and methods for dividing filters in neural networks for private data computations

G Storm, R Das, BP Gilkalaye - US Patent 11,895,220, 2024 - Google Patents
(57) ABSTRACT Related US Application Data f licati/filed A method includes dividing a
plurality of filters in a first (63) Continuation of application No. 16/828,354, filed on layer of a …

Systems and Methods for Robust Federated Training of Neural Networks

N Balachandar, DL Rubin, L Qu - US Patent App. 16/993,872, 2021 - Google Patents
US20210049473A1 - Systems and Methods for Robust Federated Training of Neural
Networks - Google Patents US20210049473A1 - Systems and Methods for Robust …

Systems and methods for blind vertical learning

G Gharibi, G Storm, R Patel, R Das - US Patent 11,743,238, 2023 - Google Patents
H04L63/0428—Network architectures or network communication protocols for network
security for providing a confidential data exchange among entities communicating through …

Systems and methods for providing a modified loss function in federated-split learning

G Gharibi, R Patel, BP Gilkalaye… - US Patent …, 2022 - Google Patents
Disclosed is a method that includes training, at a client, a part of a deep learning network up
to a split layer of the client. Based on an output of the split layer, the method includes …

Method for protecting a machine learning model from a side channel attack

J Hoogerbrugge, WPAJ Michiels - US Patent 12,032,690, 2024 - Google Patents
A method is provided for protecting a machine learning model from a side channel attack. A
weighted sum vector having first and second elements is initialized. A weight vector for a …

Systems and methods for blind multimodal learning

G Gharibi, G Storm, R Patel, R Das - US Patent 11,855,970, 2023 - Google Patents
(57) ABSTRACT A system and method are disclosed for providing a private multi-modal
artificial intelligence platform. The method includes splitting a neural network into a first …