2 papers
cs.AI2026
PLCWorld: Benchmarking LLM-Generated PLC Programs in Closed-Loop Plant Simulation
Yunji Kim, Yunseok Lee, Hyunwoo Seo +2
Programmable logic controllers (PLCs) coordinate industrial equipment by reading sensor inputs and issuing control commands. Evaluating whether large language model (LLM)-generated…
cs.AR2026
EdgeXpert: An Edge Device for Memory-Efficient LLM Inference with Mixture-of-Experts and Speculative Decoding
Sangwoo Ha, Hyunwoo Seo, Yurim Jo +2
On-device deployment of Large Language Models (LLMs) has become essential for personalized edge applications. A primary bottleneck is external memory access (EMA) in feed-forward n…