This work introduces the free-energy machine (FEM), which combines statistical physics principles and machine learning techniques to solve various combinatorial optimization problems. FEM outperforms state-of-the-art algorithms in both efficiency and effectiveness across multiple combinatorial optimization problems, demonstrating its broad applicability.
- Zi-Song Shen
- Feng Pan
- Pan Zhang