2 papers
cs.CL2026
Optimal Model Activation Policies for Inference Networks of Large Language Models
Foivos Charalampakos, Md Ibrahim Ibne Alam, Iordanis Koutsopoulos +1
Recent advances in large language models (LLMs) have rendered them necessary for Natural Language Processing (NLP) tasks, and their high inference cost motivates the study of cost-…
cs.LG2025
Joint Explainability-Performance Optimization With Surrogate Models for AI-Driven Edge Services
Foivos Charalampakos, Thomas Tsouparopoulos, Iordanis Koutsopoulos
Explainable AI is a crucial component for edge services, as it ensures reliable decision making based on complex AI models. Surrogate models are a prominent approach of XAI where h…