9 papers
Zero-shot Quantum Neural Architecture Search
Tung Dao, Son N. Tran, Huynh Thi Thanh Binh
Variational Quantum Algorithms (VQAs) are a leading approach to exploiting near-term quantum hardware, leveraging parameterized quantum circuits and classical optimization to achie…
Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs
Nguyen Viet Tuan Kiet, Bui Dinh Pham, Dao Van Tung +2
Large language models (LLMs) have recently advanced automatic heuristic design (AHD) for combinatorial optimization (CO), where candidate heuristics are iteratively proposed, evalu…
MMP-A*: Multimodal Perception Enhanced Incremental Heuristic Search on Path Planning
Minh Hieu Ha, Khanh Ly Ta, Hung Phan +4
Autonomous path planning requires a synergy between global reasoning and geometric precision, especially in complex or cluttered environments. While classical A* is valued for its…
Pareto-Grid-Guided Large Language Models for Fast and High-Quality Heuristics Design in Multi-Objective Combinatorial Optimization
Minh Hieu Ha, Hung Phan, Tung Duy Doan +3
Multi-objective combinatorial optimization problems (MOCOP) frequently arise in practical applications that require the simultaneous optimization of conflicting objectives. Althoug…
MOTIF: Multi-strategy Optimization via Turn-based Interactive Framework
Nguyen Viet Tuan Kiet, Dao Van Tung, Tran Cong Dao +1
Designing effective algorithmic components remains a fundamental obstacle in tackling NP-hard combinatorial optimization problems (COPs), where solvers often rely on carefully hand…
Fairness Designs for Load Balancing Optimization in Satellite-Cell-Free Massive MIMO Systems
Trinh Van Chien, Ngo Tran Anh Thu, Nguyen Hoang Lam +3
Space-ground communication systems are important in providing ubiquitous services in a large area. This paper considers the fairness designs under a load-balancing framework with h…