PPaperPicks

Jinkyoo Park

31 papers at tracked venues · 23 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Minsu Kim
×12
Taeyoung Yun
×11
Federico Berto
×8
Chuanbo Hua
×7
Jiwoo Son
×7
Sanghyeok Choi
×7
Sungsoo Ahn
×7
Hyeonah Kim
×7
Kanghoon Lee
×5
Changhyun Kwon
×5
Sujin Yun
×5
Emmanuel Bengio
×4

Papers

  1. TrajEvo: Trajectory Prediction Heuristics Design via LLM-driven Evolution
    AAAI 2026 ·
    Zhikai Zhao
    ,
    Chuanbo Hua
    ,
    Federico Berto
    ,
    Kanghoon Lee
    ,
    Zihan Ma
    ,
    Jiachen Li
    , Jinkyoo Park
  2. USPR: Learning a Unified Solver for Profiled Routing
    AAAI 2026 ·
    Chuanbo Hua
    ,
    Federico Berto
    ,
    Zhikai Zhao
    ,
    Jiwoo Son
    ,
    Changhyun Kwon
    , Jinkyoo Park
  3. Urban Traffic Network Layout Optimization with Guided Discrete Diffusion Models
    WSDM 2026 ·
    Taeyoung Yun
    ,
    Inhyuck Song
    ,
    Woocheol Shin
    ,
    Yujin Shin
    ,
    Sungpil Woo
    ,
    Sunhwan Lim
    , Jinkyoo Park
  4. Adaptive teachers for amortized samplers
    ICLR 2025 ·
    Minsu Kim
    ,
    Sanghyeok Choi
    ,
    Taeyoung Yun
    ,
    Emmanuel Bengio
    ,
    Leo Feng
    ,
    Jarrid Rector-Brooks
    ,
    Sungsoo Ahn
    , Jinkyoo Park,
    Nikolay Malkin
    ,
    Yoshua Bengio
  5. Ant Colony Sampling with GFlowNets for Combinatorial Optimization
    AISTATS 2025 ·
    Minsu Kim
    ,
    Sanghyeok Choi
    ,
    Hyeonah Kim
    ,
    Jiwoo Son
    , Jinkyoo Park,
    Yoshua Bengio
  6. CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems
    AAMAS 2025 ·
    Chuanbo Hua
    ,
    Federico Berto
    ,
    Jiwoo Son
    ,
    Seunghyun Kang
    ,
    Changhyun Kwon
    , Jinkyoo Park
  7. Generative Flows on Synthetic Pathway for Drug Design
    ICLR 2025 ·
    Seonghwan Seo
    ,
    Minsu Kim
    ,
    Tony Shen
    ,
    Martin Ester
    , Jinkyoo Park,
    Sungsoo Ahn
    ,
    Woo Youn Kim
  8. Human Implicit Preference-Based Policy Fine-tuning for Multi-Agent Reinforcement Learning in USV Swarm
    IROS 2025 ·
    Hyeonjun Kim
    ,
    Kanghoon Lee
    ,
    Junho Park
    ,
    Jiachen Li
    , Jinkyoo Park
  9. Improved Off-policy Reinforcement Learning in Biological Sequence Design
    ICML 2025 ·
    Hyeonah Kim
    ,
    Minsu Kim
    ,
    Taeyoung Yun
    ,
    Sanghyeok Choi
    ,
    Emmanuel Bengio
    ,
    Alex Hernández-García
    , Jinkyoo Park
  10. Learning Strategy Representation for Imitation Learning in Multi-Agent Games
    AAAI 2025 ·
    Shiqi Lei
    ,
    Kanghoon Lee
    ,
    Linjing Li
    , Jinkyoo Park
  11. Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation
    CVPR 2025 ·
    Taeyoung Yun
    ,
    Dinghuai Zhang
    , Jinkyoo Park,
    Ling Pan
  12. MOFFlow: Flow Matching for Structure Prediction of Metal-Organic Frameworks
    ICLR 2025 ·
    Nayoung Kim
    ,
    Seongsu Kim
    ,
    Minsu Kim
    , Jinkyoo Park,
    Sungsoo Ahn
  13. Neural Genetic Search in Discrete Spaces
    ICML 2025 ·
    Hyeonah Kim
    ,
    Sanghyeok Choi
    ,
    Jiwoo Son
    , Jinkyoo Park,
    Changhyun Kwon
  14. PARCO: Parallel AutoRegressive Models for Multi-Agent Combinatorial Optimization
    NeurIPS 2025 ·
    Federico Berto
    ,
    Chuanbo Hua
    ,
    Laurin Luttmann
    ,
    Jiwoo Son
    ,
    Junyoung Park
    ,
    Kyuree Ahn
    ,
    Changhyun Kwon
    ,
    Lin Xie
    , Jinkyoo Park
  15. Posterior Inference with Diffusion Models for High-dimensional Black-box Optimization
    ICML 2025 ·
    Taeyoung Yun
    ,
    Kiyoung Om
    ,
    Jaewoo Lee
    ,
    Sujin Yun
    , Jinkyoo Park
  16. RL4CO: An Extensive Reinforcement Learning for Combinatorial Optimization Benchmark
    SIGKDD 2025 ·
    Federico Berto
    ,
    Chuanbo Hua
    ,
    Junyoung Park
    ,
    Laurin Luttmann
    ,
    Yining Ma
    ,
    Fanchen Bu
    ,
    Jiarui Wang
    ,
    Haoran Ye
    ,
    Minsu Kim
    ,
    Sanghyeok Choi
    ,
    Nayeli Gast Zepeda
    ,
    André Hottung
    ,
    Jianan Zhou
    ,
    Jieyi Bi
    ,
    Yu Hu
    ,
    Fei Liu
    ,
    Hyeonah Kim
    ,
    Jiwoo Son
    ,
    Haeyeon Kim
    ,
    Davide Angioni
    ,
    Wouter Kool
    ,
    Zhiguang Cao
    ,
    Qingfu Zhang
    ,
    Joungho Kim
    ,
    Jie Zhang
    ,
    Kijung Shin
    ,
    Cathy Wu
    ,
    Sungsoo Ahn
    ,
    Guojie Song
    ,
    Changhyun Kwon
    ,
    Kevin Tierney
    ,
    Lin Xie
    , Jinkyoo Park
  17. Wind Farm Layout Optimization with Diffusion Models
    SIGKDD 2025 ·
    Yujin Shin
    ,
    Taeyoung Yun
    ,
    Sujin Yun
    ,
    Sungpil Woo
    ,
    Sunhwan Lim
    , Jinkyoo Park
  18. An Offline Meta Black-box Optimization Framework for Adaptive Design of Urban Traffic Light Management Systems
    SIGKDD 2024 ·
    Taeyoung Yun
    ,
    Kanghoon Lee
    ,
    Sujin Yun
    ,
    Ilmyung Kim
    ,
    Won-Woo Jung
    ,
    Min-Cheol Kwon
    ,
    Kyujin Choi
    ,
    Yoohyeon Lee
    , Jinkyoo Park
  19. ELA: Exploited Level Augmentation for Offline Learning in Zero-Sum Games
    AAMAS 2024 ·
    Shiqi Lei
    ,
    Kanghoon Lee
    ,
    Linjing Li
    , Jinkyoo Park,
    Jiachen Li
  20. Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding
    IROS 2024 ·
    Huijie Tang
    ,
    Federico Berto
    , Jinkyoo Park
  21. Equity-Transformer: Solving NP-Hard Min-Max Routing Problems as Sequential Generation with Equity Context
    AAAI 2024 ·
    Jiwoo Son
    ,
    Minsu Kim
    ,
    Sanghyeok Choi
    ,
    Hyeonah Kim
    , Jinkyoo Park
  22. GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning
    NeurIPS 2024 ·
    Jaewoo Lee
    ,
    Sujin Yun
    ,
    Taeyoung Yun
    , Jinkyoo Park
  23. Genetic-guided GFlowNets for Sample Efficient Molecular Optimization
    NeurIPS 2024 ·
    Hyeonah Kim
    ,
    Minsu Kim
    ,
    Sanghyeok Choi
    , Jinkyoo Park
  24. Guided Trajectory Generation with Diffusion Models for Offline Model-based Optimization
    NeurIPS 2024 ·
    Taeyoung Yun
    ,
    Sujin Yun
    ,
    Jaewoo Lee
    , Jinkyoo Park
  25. HiMAP: Learning Heuristics-Informed Policies for Large-Scale Multi-Agent Pathfinding
    AAMAS 2024 ·
    Huijie Tang
    ,
    Federico Berto
    ,
    Zihan Ma
    ,
    Chuanbo Hua
    ,
    Kyuree Ahn
    , Jinkyoo Park
  26. Learning to Scale Logits for Temperature-Conditional GFlowNets
    ICML 2024 ·
    Minsu Kim
    ,
    Joohwan Ko
    ,
    Taeyoung Yun
    ,
    Dinghuai Zhang
    ,
    Ling Pan
    ,
    Woochang Kim
    , Jinkyoo Park,
    Emmanuel Bengio
    ,
    Yoshua Bengio
  27. Local Search GFlowNets
    ICLR 2024 ·
    Minsu Kim
    ,
    Taeyoung Yun
    ,
    Emmanuel Bengio
    ,
    Dinghuai Zhang
    ,
    Yoshua Bengio
    ,
    Sungsoo Ahn
    , Jinkyoo Park
  28. NLNS-MASPF for solving Multi-Agent scheduling and Path-Finding
    IROS 2024 ·
    Heemang Park
    ,
    Kyuree Ahn
    , Jinkyoo Park
  29. Pessimistic Backward Policy for GFlowNets
    NeurIPS 2024 ·
    Hyosoon Jang
    ,
    Yunhui Jang
    ,
    Minsu Kim
    , Jinkyoo Park,
    Sungsoo Ahn
  30. ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution
    NeurIPS 2024 ·
    Haoran Ye
    ,
    Jiarui Wang
    ,
    Zhiguang Cao
    ,
    Federico Berto
    ,
    Chuanbo Hua
    ,
    Haeyeon Kim
    , Jinkyoo Park,
    Guojie Song
  31. Symmetric Replay Training: Enhancing Sample Efficiency in Deep Reinforcement Learning for Combinatorial Optimization
    ICML 2024 ·
    Hyeonah Kim
    ,
    Minsu Kim
    ,
    Sungsoo Ahn
    , Jinkyoo Park