Kim, Hyeonah
- RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark
2023/06/29 by Berto, Federico, Hua, Chuanbo, Park, Junyoung +30 · 16 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Ant Colony Sampling with GFlowNets for Combinatorial Optimization
2024/03/11 by Minsu Kim, Kim, Minsu, Sanghyeok Choi +9 · 10 citations
Computer Science · Engineering · #BIM and Construction Integration #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Neural and Evolutionary Computing (cs.NE) #Optimization and Packing Problems
- Equity-Transformer: Solving NP-hard Min-Max Routing Problems as Sequential Generation with Equity Context
2023/06/05 by Jiwoo Son, Son, Jiwoo, Minsu Kim +5 · 5 citations
Engineering · Computer Science · #Vehicle Routing Optimization Methods #Transportation and Mobility Innovations #Robotic Path Planning Algorithms
- Genetic-guided GFlowNets for Sample Efficient Molecular Optimization
2024/02/05 by Kim, Hyeonah, Kim, Minsu, Choi, Sanghyeok +1 · 6 citations
#Biomolecules (q-bio.BM) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optimization
2023/06/05 by Son, Jiwoo, Kim, Minsu, Kim, Hyeonah +1 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Improved Off-policy Reinforcement Learning in Biological Sequence Design
2024/10/06 by Hyeonah Kim, Minsu Kim, Kim, Hyeonah +13 · 1 voice · 2 citations
Biochemistry, Genetics and Molecular Biology · #Microbial Metabolic Engineering and Bioproduction #Viral Infectious Diseases and Gene Expression in Insects #RNA and protein synthesis mechanisms
- A Neural Separation Algorithm for the Rounded Capacity Inequalities
2023/06/29 by Kim, Hyeonah, Park, Jinkyoo, Kwon, Changhyun · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Optimization and Control (math.OC)
- Symmetric Replay Training: Enhancing Sample Efficiency in Deep Reinforcement Learning for Combinatorial Optimization
2023/06/02 by Kim, Hyeonah, Kim, Minsu, Ahn, Sungsoo +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Neural Genetic Search in Discrete Spaces
2025/02/09 by Hyeonah Kim, Sanghyeok Choi, Kim, Hyeonah +7 · 2 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Neural and Evolutionary Computing (cs.NE)