publications

2024

1. arXiv

   Ant Colony Sampling with GFlowNets for Combinatorial Optimization

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

   arXiv preprint arXiv:2403.07041 2024
2. arXiv

   Anfinsen Goes Neural: a Graphical Model for Conditional Antibody Design

   Nayoung Kim, Minsu Kim, and Jinkyoo Park

   arXiv preprint arXiv:2402.05982 2024
3. arXiv

   Learning to Scale Logits for Temperature-Conditional GFlowNets

   Minsu Kim*, Joohwan Ko*, Taeyoung Yun*, Dinghuai Zhang, Ling Pan, Woochang Kim, Jinkyoo Park, Emmanuel Bengio, and Yoshua Bengio

   arXiv preprint arXiv:2310.02823 2024
4. arXiv

   On diffusion models for amortized inference: Benchmarking and improving stochastic control and sampling

   Marcin Sendera, Minsu Kim, Sarthak Mittal, Pablo Lemos, Luca Scimeca, Jarrid Rector-Brooks, Alexandre Adam, Yoshua Bengio, and Nikolay Malkin

   arXiv preprint arXiv:2402.05098 2024
5. arXiv

   Genetic-guided GFlowNets: Advancing in Practical Molecular Optimization Benchmark

   Hyeonah Kim, Minsu Kim, Sanghyeok Choi, and Jinkyoo Park

   arXiv preprint arXiv:2402.05961 2024
6. arXiv

   Symmetric Replay Training: Enhancing Sample Efficiency in Deep Reinforcement Learning for Combinatorial Optimization

   Hyeonah Kim, Minsu Kim, Sungsoo Ahn, and Jinkyoo Park

   2024
7. AAAI

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

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

   AAAI Conference on AI 2024
8. ICLR

   Local Search GFlowNets

   Minsu Kim, Taeyoung Yun, Emmanuel Bengio, Dinghuai Zhang, Yoshua Bengio, Sungsoo Ahn, and Jinkyoo Park

   International Conference on Learning Representations (Spotlight Presentation, 5%) 2024
9. ICLR

   Learning Energy Decompositions for Partial Inference of GFlowNets

   Hyosoon Jang, Minsu Kim, and Sungsoo Ahn

   International Conference on Learning Representations (Oral Presentation, 1.2%) 2024

2023

1. arXiv

   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, and Jinkyoo Park

   arXiv preprint arXiv:2306.17100 2023
2. Appl. Intell.

   Temporal enhanced inductive graph knowledge tracing

   Donghee Han, Daehee Kim, Minsu Kim, Keejun Han, and Mun Yong Yi

   Applied Intelligence 2023
3. IEEE Transaction

   Bayesian Exploration Imitation Learning-Based Contextual via Design Optimization Method of PAM-4-Based High-Speed Serial Link

   Jihun Kim, Minsu Kim, Haeyeon Kim, Hyunwook Park, Seonguk Choi, Joonsang Park, Boogyo Sim, Keeyoung Son, Seongguk Kim, Jinwook Song, Youngwoo Kim, and Joungho Kim

   IEEE Transactions on Electromagnetic Compatibility 2023
4. IEEE Transaction

   Deep Reinforcement Learning-based Optimal and Fast Hybrid Equalizer Design Method for High Bandwidth Memory (HBM) Module

   Seonguk Choi, Keeyoung Son, Hyunwook Park, Seongguk Kim, Boogyo Sim, Jihun Kim, Joonsang Park, Minsu Kim, Haeyeon Kim, Jinwook Song, Youngwoo Kim, and Joungho Kim

   IEEE Transactions on Components, Packaging and Manufacturing Technology 2023
5. NeurIPS

   Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences

   Minsu Kim, Federico Berto, Sungsoo Ahn, and Jinkyoo Park

   Advances in Neural Information Processing Systems 2023

   PDF
6. ICML

   Meta-SAGE: A Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Large Scale Combinatorial Optimization

   Jiwoo Son*, Minsu Kim*, Hyeonah Kim, and Jinkyoo Park

   International Conference on Machine Learning 2023

   Bib

   @article{kim20232,
     title = {Meta-SAGE: A Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Large Scale Combinatorial Optimization},
     author = {Son*, Jiwoo and Kim*, Minsu and Kim, Hyeonah and Park, Jinkyoo},
     journal = {International Conference on Machine Learning},
     year = {2023}
   }

7. ICML

   DevFormer: A Symmetric Transformer for Context-Aware Device Placement

   Haeyeon Kim*, Minsu Kim*, Federico Berto, Joungho Kim, and Jinkyoo Park

   International Conference on Machine Learning 2023

   Bib

   @article{kim20231,
     title = {DevFormer: A Symmetric Transformer for Context-Aware Device Placement},
     author = {Kim*, Haeyeon and Kim*, Minsu and Berto, Federico and Kim, Joungho and Park, Jinkyoo},
     journal = {International Conference on Machine Learning},
     year = {2023}
   }

2022

1. DesignCon

   Data-Efficient Machine Learning Method for Hardware Routing: Signal Integrity Demonstration to 2PDC and PCIe 6.0

   Minsu Kim, and  others

   In DesignCon 2022
2. NeurIPS

   Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization

   Minsu Kim, Junyoung Park, and Jinkyoo Park

   Advances in Neural Information Processing Systems 2022

   Bib PDF

   @article{kim2022sym,
     title = {Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization},
     author = {Kim, Minsu and Park, Junyoung and Park, Jinkyoo},
     journal = {Advances in Neural Information Processing Systems},
     volume = {35},
     year = {2022}
   }

3. IEEE Transaction

   Transformer Network-based Reinforcement Learning Method for Power Distribution Network (PDN) Optimization of High Bandwidth Memory (HBM)

   Hyunwook Park, Minsu Kim, Seongguk Kim, Keunwoo Kim, Haeyeon Kim, Taein Shin, Keeyoung Son, Boogyo Sim, Subin Kim, Seungtaek Jeong, and  others

   IEEE Transactions on Microwave Theory and Techniques 2022

   Bib

   @article{park2022transformer,
     title = {Transformer Network-based Reinforcement Learning Method for Power Distribution Network (PDN) Optimization of High Bandwidth Memory (HBM)},
     author = {Park, Hyunwook and Kim, Minsu and Kim, Seongguk and Kim, Keunwoo and Kim, Haeyeon and Shin, Taein and Son, Keeyoung and Sim, Boogyo and Kim, Subin and Jeong, Seungtaek and others},
     journal = {IEEE Transactions on Microwave Theory and Techniques},
     year = {2022}
   }

4. IEEE Transaction

   Thermal and Signal Integrity Co-Design and Verification of Embedded Cooling Structure with Thermal Transmission Line (ECS-TTL) for High Bandwidth Memory Module

   Keeyoung Son, Seongguk Kim, Hyunwook Park, Taein Shin, Keunwoo Kim, Minsu Kim, Boogyo Sim, Subin Kim, Gapyeol Park, Shinyoung Park, and  others

   IEEE Transactions on Components, Packaging and Manufacturing Technology 2022

   Bib

   @article{son2022thermal,
     title = {Thermal and Signal Integrity Co-Design and Verification of Embedded Cooling Structure with Thermal Transmission Line (ECS-TTL) for High Bandwidth Memory Module},
     author = {Son, Keeyoung and Kim, Seongguk and Park, Hyunwook and Shin, Taein and Kim, Keunwoo and Kim, Minsu and Sim, Boogyo and Kim, Subin and Park, Gapyeol and Park, Shinyoung and others},
     journal = {IEEE Transactions on Components, Packaging and Manufacturing Technology},
     year = {2022},
     publisher = {IEEE}
   }

2021

1. DesignCon

   Neural Language Model Enables Extremely Fast and Robust Routing on Interposer

   Minsu Kim, and  others

   In DesignCon 2021
2. NeurIPS

   Learning collaborative policies to solve NP-hard routing problems

   Minsu Kim, Jinkyoo Park, and Joungho Kim

   Advances in Neural Information Processing Systems 2021

   Bib PDF

   @article{kim2021learning,
     title = {Learning collaborative policies to solve NP-hard routing problems},
     author = {Kim, Minsu and Park, Jinkyoo and Kim, Joungho},
     journal = {Advances in Neural Information Processing Systems},
     volume = {34},
     pages = {10418--10430},
     year = {2021}
   }

3. IEEE Transaction

   Reinforcement-Learning-Based Signal Integrity Optimization and Analysis of a Scalable 3-D X-Point Array Structure

   Kyungjune Son, Minsu Kim, Hyunwook Park, Daehwan Lho, Keeyoung Son, Keunwoo Kim, Seongsoo Lee, Seungtaek Jeong, Shinyoung Park, Seokwoo Hong, and  others

   IEEE Transactions on Components, Packaging and Manufacturing Technology 2021

   Bib

   @article{son2021reinforcement,
     title = {Reinforcement-Learning-Based Signal Integrity Optimization and Analysis of a Scalable 3-D X-Point Array Structure},
     author = {Son, Kyungjune and Kim, Minsu and Park, Hyunwook and Lho, Daehwan and Son, Keeyoung and Kim, Keunwoo and Lee, Seongsoo and Jeong, Seungtaek and Park, Shinyoung and Hong, Seokwoo and others},
     journal = {IEEE Transactions on Components, Packaging and Manufacturing Technology},
     volume = {12},
     number = {1},
     pages = {100--110},
     year = {2021},
     publisher = {IEEE}
   }