公开(公告)号：US20240292198A1

公开(公告)日：2024-08-29

申请号：US18573141

申请日：2021-06-22

Applicant: Nokia Technologies Oy

Inventor： Bharath Ramesh KASHYAP ,  Hannu Petri HIETALAHTI ,  Rajesh Babu NATARAJAN ,  Malathi PONNIAH ,  Nagaraj RAJAGOPALAN

IPC: H04W4/80

CPC classification number: H04W4/80

Abstract: An apparatus for use by a communication element or function configured to communicate by using proximity service communication and having artificial intelligence and/or machine learning capabilities, the apparatus comprising at least one processing circuitry, and at least one memory for storing instructions to be executed by the processing circuitry, wherein the at least one memory and the instructions are configured to, with the at least one processing circuitry, cause the apparatus at least: to conduct a discovery procedure with a proximity service control element or function in which a discovery request is transmitted to the proximity service control element or function, the discovery request comprising an identification of an artificial intelligence and/or machine learning proximity service application and an indication of artificial intelligence and/or machine learning capabilities of the communication element or function which can be made available for another communication element or function using proximity service, and to conduct, when authorization of the discovery request is obtained from the proximity service control element or function, a procedure for allowing establishment of a direct communication with another communication element or function by using proximity service wherein information included in the discovery request are transmitted via an interface for the direct communication with the another communication element or function.

公开(公告)号：US20250045629A1

公开(公告)日：2025-02-06

申请号：US18663262

申请日：2024-05-14

Applicant: Nokia Technologies Oy

Inventor： Bharath Ramesh KASHYAP ,  Mahmood Reza Alizadeh Ashrafi ,  Jee Hyun Kim ,  Mohamed Amin Nassar

IPC: G06N20/00

Abstract: Disclosed are methods, apparatuses and computer program products for: informing a second entity of a compute capability of a first entity for taking over one or more artificial intelligence/machine learning operations from the second entity; receiving, by the first entity, a request from the second entity to take over one of the one or more artificial intelligence/machine learning operations from the second entity; performing, by the first entity, the one of the artificial intelligence/machine learning operations to obtain a result of the one of the one or more artificial intelligence/machine learning operations; and providing, by the first entity to the second entity, the result of the one of the one or more artificial intelligence/machine learning operations.

公开(公告)号：US20250105898A1

公开(公告)日：2025-03-27

申请号：US18819022

申请日：2024-08-29

Applicant: Nokia Technologies Oy

Inventor： Rachit MAHENDRA ,  Bharath Ramesh KASHYAP ,  Dimitri GOLD ,  Fahad SYED MUHAMMAD

IPC: H04B7/06 ,  H04W24/02

Abstract: Embodiments of the present disclosure relate to a test framework to evaluate the CSI prediction accuracy for AI/ML based CSI prediction use case without the need for the DUT to send the ground truth to the test equipment separately. Further, embodiments of the present disclosure propose a procedure to obtain the parameter values predicted by the DUT and the corresponding ground truth at the TE side independently during the conformance testing.

公开(公告)号：US20250062858A1

公开(公告)日：2025-02-20

申请号：US18806964

申请日：2024-08-16

Applicant: Nokia Technologies Oy

Inventor： Bharath Ramesh KASHYAP ,  Fahad SYED MUHAMMAD ,  Dimitri GOLD ,  Jee Hyun KIM

IPC: H04L1/00 ,  H04L5/00

Abstract: Embodiments of the present disclosure relate to apparatuses, methods, devices and computer readable storage medium for two-sided model-based communication functionality. In a method, a first apparatus obtains a reference data set of a communication functionality. The reference data set includes reference data associated with a plurality of terminal devices, a plurality of network devices and at least one test equipment. The first apparatus updates a reference encoder of the communication functionality based on at least the reference data. The first apparatus updates a reference decoder of the communication functionality based on at least the reference data. At least one of the updated reference encoder or the updated reference decoder is used for optimization of the communication functionality by a further apparatus.

公开(公告)号：US20240345935A1

公开(公告)日：2024-10-17

申请号：US18586875

申请日：2024-02-26

Applicant: Nokia Technologies Oy

Inventor： Bharath Ramesh KASHYAP ,  Vinayak BELLUR ,  Dimitri GOLD ,  István Zsolt KOVÁCS ,  Fahad SYED MUHAMMAD ,  Sakira HASSAN

IPC: G06F11/34 ,  G06F11/22 ,  G06F11/27

CPC classification number: G06F11/3447 ,  G06F11/2273 ,  G06F11/27

Abstract: An apparatus configured to: enter a test mode; receive, from a test equipment, an indication of at least one first model used at a first side of a two-sided model; request, from a model repository, at least one second model for use at a second side of the two-sided model, wherein the at least one second model is selected based, at least partially, on the at least one first model; and receive, from the model repository, the at least one second model. An apparatus configured to: receive, from a test equipment, a model validation request; provide a data set to at least one model to obtain an inference validation response, wherein the at least one model is used at a first side of a two-sided model; transmit, to the test equipment, the inference validation response; and receive, from the test equipment, a validation sequence result.