Sanghyeok Choi

According to our database, Sanghyeok Choi authored at least 10 papers between 2023 and 2025.

Collaborative distances:

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

2025

Neural Genetic Search in Discrete Spaces.

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

CoRR, February, 2025

Knowledge Synthesis of Photosynthesis Research Using a Large Language Model.

Seungri Yoon, Woosang Jeon, Sanghyeok Choi, Taehyeong Kim, Tae In Ahn

CoRR, February, 2025

Adaptive teachers for amortized samplers.

Minsu Kim, Sanghyeok Choi, Taeyoung Yun, Emmanuel Bengio, Leo Feng, Jarrid Rector-Brooks, Sungsoo Ahn, Jinkyoo Park, Nikolay Malkin, Yoshua Bengio

Proceedings of the Thirteenth International Conference on Learning Representations, 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

Improved Off-policy Reinforcement Learning in Biological Sequence Design.

Hyeonah Kim, Minsu Kim, Taeyoung Yun, Sanghyeok Choi, Emmanuel Bengio, Alex Hernández-García, Jinkyoo Park

CoRR, 2024

Genetic-guided GFlowNets: Advancing in Practical Molecular Optimization Benchmark.

Hyeonah Kim, Minsu Kim, Sanghyeok Choi, Jinkyoo Park

CoRR, 2024

Genetic-guided GFlowNets for Sample Efficient Molecular Optimization.

Hyeonah Kim, Minsu Kim, Sanghyeok Choi, Jinkyoo Park

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 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

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

Jiwoo Son, Minsu Kim, Sanghyeok Choi, Jinkyoo Park

CoRR, 2023

Multi-Agent Reinforcement Learning Based Actuator Control for EV HVAC Systems.

Sungho Joo, Dongmin Lee, Minseop Kim, Taeho Lee, Sanghyeok Choi, Seungju Kim, Jeyeol Lee, Joongjae Kim, Yongsub Lim, Jeong-Hoon Lee

IEEE Access, 2023