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cs.GT2026
From Talking Words to Sharing Thoughts: Scalable Multi-LLM Aggregation via Structured Message Passing
Niloufar Mehrabi, Sayed Pedram Haeri Boroujeni, Abolfazl Razi
The emergence of specialized, domain-tuned Large Language Models (LLMs) has demonstrated that smaller models can achieve expert-level performance in specific tasks, while strugglin…
cs.CV2026
Don't Waste Bits! Adaptive KV-Cache Quantization for Lightweight On-Device LLMs
Sayed Pedram Haeri Boroujeni, Niloufar Mehrabi, Patrick Woods +2
Large Language Models (LLMs) have achieved remarkable progress across reasoning, generation, and decision-making tasks, yet deploying them on mobile, embedded, and edge devices rem…