2 code implementations • 11 Mar 2024 • Minsu Kim, Sanghyeok Choi, Hyeonah Kim, Jiwoo Son, Jinkyoo Park, Yoshua Bengio
This paper introduces the Generative Flow Ant Colony Sampler (GFACS), a neural-guided probabilistic search algorithm for solving combinatorial optimization (CO).
1 code implementation • 5 Feb 2024 • Hyeonah Kim, Minsu Kim, Sanghyeok Choi, Jinkyoo Park
The challenge of discovering new molecules with desired properties is crucial in domains like drug discovery and material design.
1 code implementation • 5 Jun 2023 • Jiwoo Son, Minsu Kim, Sanghyeok Choi, Hyeonah Kim, Jinkyoo Park
Notably, our method achieves significant reductions of runtime, approximately 335 times, and cost values of about 53\% compared to a competitive heuristic (LKH3) in the case of 100 vehicles with 1, 000 cities of mTSP.