Kim, Hyeonah

14 publications

AISTATS 2025 Ant Colony Sampling with GFlowNets for Combinatorial Optimization Minsu Kim, Sanghyeok Choi, Hyeonah Kim, Jiwoo Son, Jinkyoo Park, Yoshua Bengio

ICML 2025 Improved Off-Policy Reinforcement Learning in Biological Sequence Design Hyeonah Kim, Minsu Kim, Taeyoung Yun, Sanghyeok Choi, Emmanuel Bengio, Alex Hernández-Garcı́a, Jinkyoo Park

ICML 2025 Neural Genetic Search in Discrete Spaces Hyeonah Kim, Sanghyeok Choi, Jiwoo Son, Jinkyoo Park, Changhyun Kwon

ICLRW 2025 Neural Genetic Search in Discrete Spaces Hyeonah Kim, Sanghyeok Choi, Jiwoo Son, Jinkyoo Park, Changhyun Kwon

AAAI 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

NeurIPS 2024 Genetic-Guided GFlowNets for Sample Efficient Molecular Optimization Hyeonah Kim, Minsu Kim, Sanghyeok Choi, Jinkyoo Park

NeurIPSW 2024 Improved Off-Policy Reinforcement Learning in Biological Sequence Design Hyeonah Kim, Minsu Kim, Taeyoung Yun, Sanghyeok Choi, Emmanuel Bengio, Alex Hernández-García, Jinkyoo Park

ICML 2024 Symmetric Replay Training: Enhancing Sample Efficiency in Deep Reinforcement Learning for Combinatorial Optimization Hyeonah Kim, Minsu Kim, Sungsoo Ahn, Jinkyoo Park

ICML 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

NeurIPSW 2023 RL4CO: A Unified Reinforcement Learning for Combinatorial Optimization Library Federico Berto, Chuanbo Hua, Junyoung Park, Minsu Kim, Hyeonah Kim, Jiwoo Son, Haeyeon Kim, Joungho Kim, Jinkyoo Park

ICMLW 2023 Solving NP-Hard Min-Max Routing Problems as Sequential Generation with Equity Context Jiwoo Son, Minsu Kim, Sanghyeok Choi, Hyeonah Kim, Jinkyoo Park

ICMLW 2023 Symmetric Exploration in Combinatorial Optimization Is Free! Hyeonah Kim, Minsu Kim, Sungsoo Ahn, Jinkyoo Park

NeurIPSW 2022 Neural Coarsening Process for Multi-Level Graph Combinatorial Optimization Hyeonah Kim, Minsu Kim, Changhyun Kwon, Jinkyoo Park

NeurIPSW 2022 Scale-Conditioned Adaptation for Large Scale Combinatorial Optimization Minsu Kim, Jiwoo Son, Hyeonah Kim, Jinkyoo Park