From the 1 of 6 linked papers with an AI index.
6 papers
Do Latent Channels Actually Communicate? A Causal Audit of Latent Multi-Agent LLM
Huixiang Zhang, Mahzabeen Emu
The paper proposes a causal auditing method that swaps latent messages between agents in LLM-based multi‑agent systems to measure how much the receiver actually uses the transmitte…
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…
Coherent Optical Quantum Computing-Aided Resource Optimization for Transportation Digital Twin Construction
Huixiang Zhang, Mahzabeen Emu
Constructing realistic digital twins for applications such as training autonomous driving models requires the efficient allocation of real-world data, yet data sovereignty regulati…
LLM-QUBO: An End-to-End Framework for Automated QUBO Transformation from Natural Language Problem Descriptions
Huixiang Zhang, Mahzabeen Emu, Salimur Choudhury
Quantum annealing offers a promising paradigm for solving NP-hard combinatorial optimization problems, but its practical application is severely hindered by two challenges: the com…