10 papers
QuanTiMedAI: Quantum-Enhanced Time-Series Model guided by Agentic AI for Cardiac Arrest Mortality Prediction
Mutasim Fuad Sarker, Adiba Rahman Namira, Wafa Binte Alam +3
Cardiac arrest remains one of the most lethal conditions encountered in intensive care units. Despite the growing availability of electronic health record data, existing mortality…
Do Latent Channels Actually Communicate? A Causal Audit of Latent Multi-Agent LLM
Huixiang Zhang, Mahzabeen Emu
Latent communication in large language model (LLM)-based multi-agent systems (MAS) transmits continuous internal representations instead of text, but greater representational capac…
Sim2Schedule: A Simulator-Guided LLM Framework for Autonomous Open-Pit Mine Scheduling
Mustavi Ibne Masum, Thiago Eustaquio Alves de Oliveira, Mahzabeen Emu
Open-pit mine scheduling is a critical process for maximizing economic return under complex geotechnical and operational constraints. While Mixed-Integer Linear Programming (MILP)…
Q-GARS: Quantum-inspired Robust Microservice Chaining Scheduling
Huixiang Zhang, Mahzabeen Emu
Microservice-based applications are characterized by stochastic latencies arising from long-tail execution patterns and heterogeneous resource constraints across computational node…
Quantum Takes Flight: Two-Stage Resilient Topology Optimization for UAV Networks
Huixiang Zhang, Mahzabeen Emu, Octavia A. Dobre
Next-generation Unmanned Aerial Vehicle (UAV) communication networks must maintain reliable connectivity under rapid topology changes, fluctuating link quality, and time-critical d…
Quantum-Guided Test Case Minimization for LLM-Based Code Generation
Huixiang Zhang, Mahzabeen Emu
Precisely controlling Large Language Models (LLMs) to generate efficient and concise code is a central challenge in software engineering. We introduce a framework based on Test-Dri…