Company

Apple

6 contributions across 1 work items
6
Tdocs
1
Work items

Recent contributions

R1-2409786 RAN1_119 NR_AIML_air
Discussion on RAN2 LS on applicable functionality reporting for beam management UE-sided model
Apple analyzes three options for AI/ML beam management UE-side model configuration agreed at RAN1 #118bis, focusing on the signaling flow between network and UE. The document raises four key proposals regarding the investigation of these…
R1-2409787 RAN1_119 NR_AIML_air
Discussion on AI/ML beam management
Apple presents a comprehensive framework for AI/ML-based beam management in Rel-19, focusing on the lifecycle of models, overhead control for beam reporting, and consistency between training and inference. The document contains 13…
R1-2409788 RAN1_119 NR_AIML_air
Discussion on Specification Support for AI/ML-based positioning
Apple Inc. presents 45 proposals for Rel-19 AI/ML-based positioning, focusing on specification impacts for sample-based versus path-based measurements, model input types (CIR, PDP, DP), and data collection procedures. The document argues…
R1-2409789 RAN1_119 NR_AIML_air
Discussion on AI/ML-based CSI prediction
Apple discusses the necessity of network-side additional conditions for AI-based CSI prediction, arguing that the need for consistency signaling depends on whether the UE model relies on spatial signatures. The document presents three…
R1-2409790 RAN1_119 NR_AIML_air
Discussion on AI based CSI compression
Apple analyzes inter-vendor training collaboration options for AI/ML-based CSI compression, arguing that Option 3a-1 should be deprioritized in favor of Option 4-1 with assisted nominal decoder training to handle UE-side additional…
R1-2409791 RAN1_119 NR_AIML_air
Discussion on other aspects of AI/ML model and data
Apple discusses AI/ML model management aspects for 5G NR air interface, proposing 4 specific recommendations covering model transfer deprioritization, enhanced transfer procedures, multi-cell association IDs, and data collection…