Muhammad Ikram Ashraf

SIGNALING OF FINE-TUNING CONFIGURATIONS

ON-DEMAND LABELLING FOR CHANNEL CLASSIFICATION TRAINING

DATA AUGMENTATION FOR MACHINE LEARNING TRAINING IN POSITIONING

DATA-EFFICIENT UPDATING FOR CHANNEL CLASSIFICATION

RESOURCE RESERVATION FOR A POSITIONING REFERENCE SIGNAL

POSITIONING

INDICATION OF POSITIONING RELATED INFORMATION

METHOD, APPARATUS AND COMPUTER PROGRAM

MECHANISM FOR DISRUPTIVE SIGNAL DISCOVERY

REFERENCE SIGNAL CONFIGURATION

AI/ML MODEL TEST MECHANISM

MODEL MONITORING FOR POSITIONING

METHOD, APPARATUS, AND COMPUTER PROGRAM PRODUCT FOR COLLECTING DATA FROM USER EQUIPMENT DEVICES

MODEL ID-BASED AI/ML MODEL UPDATE MANAGEMENT FRAMEWORK AND ITS USE

TEST MECHANISM FOR ARTIFICIAL INTELLIGENCE/MACHINE LEARNING BASED POSITIONING ACCURACY VERIFICATION

NOISY POSITIONING DATA PROCESSING

PEAK-TO-AVERAGE POWER RATIO MODIFICATION

DEVICES, METHODS AND APPARATUSES FOR TRANSFORMING SAMPLED SIGNAL

BANDWIDTH BASED AND/OR SCENARIO BASED FEATURE SELECTION FOR HIGH LINE-OF-SIGHT/NON-LINE-OF-SIGHT CLASSIFICATION ACCURACY

TRAINING DATA CHARACTERIZATION AND OPTIMIZATION FOR A POSITIONING TASK

Network node, a first wireless device, a second wireless device and methods therein for enabling a timing reference

MACHINE LEARNING MODEL VALIDATION FOR UE POSITIONING BASED ON REFERENCE DEVICE INFORMATION FOR WIRELESS NETWORKS

METHODS AND APPARATUSES FOR RECEIVER (Rx) - TRANSMITTER (Tx) ROUND TRIP TIME ESTIMATION

METHOD AND APPARATUS FOR POSITIONING USING SIDELINK INFORMATION

Method for bundling sampling data for wireless transmission

Industrial Automation with 5G and Beyond