Jiwoo Son

According to our database, Jiwoo Son authored at least 12 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

USPR: Learning a Unified Solver for Profiled Routing.

Chuanbo Hua, Federico Berto, Zhikai Zhao, Jiwoo Son, Changhyun Kwon, Jinkyoo Park

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

Neural Combinatorial Optimization for Real-World Routing.

Jiwoo Son, Zhikai Zhao, Federico Berto, Chuanbo Hua, Changhyun Kwon, Jinkyoo Park

CoRR, March, 2025

PARCO: Parallel AutoRegressive Models for Multi-Agent Combinatorial Optimization.

Federico Berto, Chuanbo Hua, Laurin Luttmann, Jiwoo Son, Junyoung Park, Kyuree Ahn, Changhyun Kwon, Lin Xie, Jinkyoo Park

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

RL4CO: An Extensive Reinforcement Learning for Combinatorial Optimization Benchmark.

Federico Berto, Chuanbo Hua, Junyoung Park, Laurin Luttmann, Yining Ma, Fanchen Bu, Jiarui Wang, Haoran Ye, Minsu Kim, Sanghyeok Choi, Nayeli Gast Zepeda, André Hottung, Jianan Zhou, Jieyi Bi, Yu Hu, Fei Liu, Hyeonah Kim, Jiwoo Son, Haeyeon Kim, Davide Angioni, Wouter Kool, Zhiguang Cao, Qingfu Zhang, Joungho Kim, Jie Zhang, Kijung Shin, Cathy Wu, Sungsoo Ahn, Guojie Song, Changhyun Kwon, Kevin Tierney, Lin Xie, Jinkyoo Park

Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, V.2, 2025

CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems.

Chuanbo Hua, Federico Berto, Jiwoo Son, Seunghyun Kang, Changhyun Kwon, Jinkyoo Park

Proceedings of the 24th International Conference on Autonomous Agents and Multiagent Systems, 2025

Neural Genetic Search in Discrete Spaces.

Hyeonah Kim, Sanghyeok Choi, Jiwoo Son, Jinkyoo Park, Changhyun Kwon

Proceedings of the Forty-second International Conference on Machine Learning, 2025

Ant Colony Sampling with GFlowNets for Combinatorial Optimization.

Minsu Kim, Sanghyeok Choi, Hyeonah Kim, Jiwoo Son, Jinkyoo Park, Yoshua Bengio

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2025

2024

PARCO: Learning Parallel Autoregressive Policies for Efficient Multi-Agent Combinatorial Optimization.

Federico Berto, Chuanbo Hua, Laurin Luttmann, Jiwoo Son, Junyoung Park, Kyuree Ahn, Changhyun Kwon, Lin Xie, Jinkyoo Park

CoRR, 2024

Equity-Transformer: Solving NP-Hard Min-Max Routing Problems as Sequential Generation with Equity Context.

Jiwoo Son, Minsu Kim, Sanghyeok Choi, Hyeonah Kim, Jinkyoo Park

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark.

Federico Berto, Chuanbo Hua, Junyoung Park, Minsu Kim, Hyeonah Kim, Jiwoo Son, Haeyeon Kim, Joungho Kim, Jinkyoo Park

CoRR, 2023

Solving NP-hard Min-max Routing Problems as Sequential Generation with Equity Context.

Jiwoo Son, Minsu Kim, Sanghyeok Choi, Jinkyoo Park

CoRR, 2023

Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optimization.

Jiwoo Son, Minsu Kim, Hyeonah Kim, Jinkyoo Park

Proceedings of the International Conference on Machine Learning, 2023