公开(公告)号：WO2023086912A1

公开(公告)日：2023-05-19

申请号：PCT/US2022/079680

申请日：2022-11-11

Applicant: QUALCOMM INCORPORATED

Inventor： KADAMBI, Shreya ,  BEHBOODI, Arash ,  SORIAGA, Joseph, Binamira ,  WELLING, Max

IPC: G01S5/02 ,  G06N3/02

Abstract: Certain aspects of the present disclosure provide methods, apparatus, and systems for predicting a location of a device in a spatial environment using a machine learning model. An example method generally includes measuring a plurality of signals received from a network entity at a device. A channel state information (CSI) measurement is generated from the measured plurality of signals. Generally, the CSI measurement includes a multipath component. Positions of one or more anchors in a spatial environment are identified based on a machine learning model trained to identify the positions of the one or more anchors based on the CSI measurement. A location of the device is estimated based on the identified positions of the one or more anchors.

公开(公告)号：WO2022232716A2

公开(公告)日：2022-11-03

申请号：PCT/US2022/070537

申请日：2022-02-04

Applicant: QUALCOMM INCORPORATED

Inventor： BONDESAN, Roberto ,  WELLING, Max

IPC: G06N10/40 ,  G06N3/04 ,  G06N10/60 ,  G06N3/0464

Abstract: Certain aspects of the present disclosure provide techniques for performing probabilistic convolution operation with a quantum and non-quantum processing systems.

公开(公告)号：WO2022072863A1

公开(公告)日：2022-04-07

申请号：PCT/US2021/053219

申请日：2021-10-01

Applicant: QUALCOMM INCORPORATED

Inventor： FINZI, Marc Anton ,  BONDESAN, Roberto ,  WELLING, Max

IPC: G06N3/04

Abstract: Certain aspects of the present disclosure provide techniques for performing operations with probabilistic numeric convolutional neural network, including: defining a Gaussian Process based on a mean and a covariance of input data; applying a linear operator to the Gaussian Process to generate pre-activation data; applying a nonlinear operation to the pre-activation data to form activation data; and applying a pooling operation to the activation data to generate an inference.

公开(公告)号：WO2021050590A1

公开(公告)日：2021-03-18

申请号：PCT/US2020/049997

申请日：2020-09-09

Applicant: QUALCOMM INCORPORATED

Inventor： REISSER, Matthias ,  PITRE, Saurabh Kedar ,  ZHU, Xiaochun ,  TEAGUE, Edward Harris ,  WANG, Zhongze ,  WELLING, Max

IPC: G06N3/04 ,  G06N3/063 ,  G06N3/08

Abstract: In one embodiment, a method of simulating an operation of an artificial neural network on a binary neural network processor includes receiving a binary input vector for a layer including a probabilistic binary weight matrix and performing vector-matrix multiplication of the input vector with the probabilistic binary weight matrix, wherein the multiplication results are modified by simulated binary-neural-processing hardware noise, to generate a binary output vector, where the simulation is performed in the forward pass of a training algorithm for a neural network model for the binary-neural-processing hardware.

公开(公告)号：EP4295272A1

公开(公告)日：2023-12-27

申请号：EP22704257.9

申请日：2022-01-21

Applicant: QUALCOMM INCORPORATED

Inventor： GHAZVINIAN ZANJANI, Farhad ,  BEHBOODI, Arash ,  DIJKMAN, Daniel Hendricus Franciscus ,  KARMANOV, Ilia ,  MERLIN, Simone ,  WELLING, Max

IPC: G06N3/04 ,  G06N3/08 ,  G06N7/00

公开(公告)号：EP4229557A1

公开(公告)日：2023-08-23

申请号：EP21806901.1

申请日：2021-10-19

Applicant: QUALCOMM INCORPORATED

Inventor： BEHBOODI, Arash ,  ZHENG, Simeng ,  SORIAGA, Joseph Binamira ,  WELLING, Max ,  OREKONDY, Tribhuvanesh

IPC: G06N3/04 ,  G06N3/08

公开(公告)号：EP4204841A2

公开(公告)日：2023-07-05

申请号：EP21790638.7

申请日：2021-08-31

Applicant: QUALCOMM Incorporated

Inventor： BEHBOODI, Arash ,  GHAZVINIAN ZANJANI, Farhad ,  SORIAGA, Joseph Binamira ,  FERRARI, Lorenzo ,  AMJAD, Rana Ali ,  WELLING, Max ,  YOO, Taesang

IPC: G01S5/02 ,  G06N3/08

公开(公告)号：EP4028956A1

公开(公告)日：2022-07-20

申请号：EP20776002.6

申请日：2020-09-08

Applicant: QUALCOMM INCORPORATED

Inventor： WANG, Zhongze ,  TEAGUE, Edward ,  WELLING, Max

IPC: G06N3/04 ,  G06F9/28 ,  G06N3/063

公开(公告)号：EP3420491B1

公开(公告)日：2019-06-26

申请号：EP17722644.6

申请日：2017-04-28

Applicant: Qualcomm Incorporated

Inventor： PARK, Mijung ,  WELLING, Max

IPC: G06F21/62 ,  G06F17/00 ,  G06N99/00 ,  G06F17/11

公开(公告)号：EP3420491A1

公开(公告)日：2019-01-02

申请号：EP17722644.6

申请日：2017-04-28

Applicant: Qualcomm Incorporated

Inventor： PARK, Mijung ,  WELLING, Max

IPC: G06F21/62 ,  G06F17/00 ,  G06N99/00

CPC classification number: G06N20/00 ,  G06F17/00 ,  G06F17/11 ,  G06F21/6254

Abstract: A method for privatizing an iteratively reweighted least squares (IRLS) solution includes perturbing a first moment of a dataset by adding noise and perturbing a second moment of the dataset by adding noise. The method also includes obtaining the IRLS solution based on the perturbed first moment and the perturbed second moment. The method further includes generating a differentially private output based on the IRLS solution.