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Hyeonah Kim
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RL4CO: a unified reinforcement learning for combinatorial optimization library
F Berto*, C Hua*, J Park*, M Kim, H Kim, J Son, H Kim, J Kim, J Park
NeurIPS 2023 Workshop: New Frontiers in Graph Learning, 2023
28*2023
Meta-sage: Scale meta-learning scheduled adaptation with guided exploration for mitigating scale shift on combinatorial optimization
J Son*, M Kim*, H Kim, J Park
International Conference on Machine Learning, 32194-32210, 2023
23*2023
Ant Colony Sampling with GFlowNets for Combinatorial Optimization
M Kim*, S Choi*, H Kim, J Son, J Park, Y Bengio
arXiv preprint arXiv:2403.07041, 2024
182024
Equity-Transformer: Solving NP-Hard Min-Max Routing Problems as Sequential Generation with Equity Context
J Son*, M Kim*, S Choi, H Kim, J Park
Proceedings of the AAAI Conference on Artificial Intelligence 38 (18), 20265 …, 2024
17*2024
Genetic-guided GFlowNets for sample efficient molecular optimization
H Kim, M Kim, S Choi, J Park
The Thirty-eighth Annual Conference on Neural Information Processing Systems …, 2024
7*2024
A Neural Separation Algorithm for the Rounded Capacity Inequalities
H Kim, J Park, C Kwon
INFORMS Journal on Computing, 2024
62024
Symmetric Replay Training: Enhancing Sample Efficiency in Deep Reinforcement Learning for Combinatorial Optimization
H Kim, M Kim, S Ahn, J Park
ICML 2024, 2024
4*2024
Neural Coarsening Process for Multi-level Graph Combinatorial Optimization
H Kim, M Kim, C Kwon, J Park
NeurIPS 2022 Workshop: New Frontiers in Graph Learning, 2022
12022
Improved Off-policy Reinforcement Learning in Biological Sequence Design
H Kim, M Kim, T Yun, S Choi, E Bengio, A Hernández-García, J Park
arXiv preprint arXiv:2410.04461, 2024
2024
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