Abstract: Radio resource allocation is always a central and complex computational task in state-of-the-art wireless networks. Computationally efficient implementation of radio resource allocation is ...

Abstract: In this letter, we propose a meta-learning-based fast adversarial training method to address the vulnerability of graph neural network (GNN) based resource allocation method to adversarial ...

Paradigm Shift from "Financial Compliance" to "Business Inference" In the digital landscape of 2026, budget management has completely broken free from the constraints of annual reporting. According to ...

np-complete-program-solver/ ├── src/ │ ├── problems/ # NP-complete 문제 정의 │ ├── solvers/ # 다양한 솔버 구현 │ │ ├── traditional/ # 전통적 알고리즘 │ │ ├── ml/ # 머신러닝 기반 │ │ └── llm/ # LLM 기반 │ ├── models/ # ML 모델 정의 ...