Master thesis: Key-Value Cache Management in Mobile Networks
Based in Sweden
Core
Investigate Key-Value (KV) cache management strategies for Large Language Models (LLMs) in dynamic mobile network environments, focusing on user mobility, handovers, and wireless channel conditions.
Role type
Master's thesis researcher (AI/Telecom)
Builds
Simulation testbeds and evaluation frameworks for KV cache strategies
Domain
Artificial Intelligence, Mobile Networks, Wireless Communications
Deliverable
research
Required skills
Python, PyTorch, Machine Learning, Neural Networks, Network Simulation
Preferred skills
Git, ns-3, Quantization, Compression, Prefix Caching
Responsibilities
Review literature on KV cache management, build a testbed simulating mobile network conditions, evaluate and benchmark cache strategies, write a thesis report and present results
