Don't Waste Bits! Adaptive KV-Cache Quantization for Lightweight On-Device LLMs. - Sayed Pedram Haeri Boroujeni; Niloufar Mehrabi; Patrick Woods; Gabriel Hillesheim; Abolfazl Razi (CoRR, 2026)