Dohyun Bu (부도현)

[P4]  Curvature-Harmonized Metric Descent for Multi-Loss Optimization in PINNs

• Dohyun Bu, Jong-Seok Lee

• Under Review

[P3] RAMPing Up PINN Training Signals via Parameter-Sensitivity-Guided Collocation Refinement

• Dohyun Bu, Yujung Byun, Jong-Seok Lee

• Under Review

[C6] Sparsely-Supervised Data Assimilation via Physics-Informed Schrödinger Bridge [pdf]

• Dohyun Bu*, Chanho Kim*, Seokun Choi, Jong-Seok Lee

• Conference on Neural Information Processing Systems  (NeurIPS 2026)

[C3] Harmonized Cone for Feasible and Non-conflict Directions in Training Physics-Informed Neural Networks [pdf]

• Dohyun Bu*, Yujung Byun*, Jong-Seok Lee

• International Conference on Learning Representations (ICLR 2026)

[C2] Covariate-Guided Clusterwise Linear Regression for Generalization to Unseen Data [pdf]

• Dohyun Bu, Hyunho Kim, Jong-Seok Lee 

• International Conference on Learning Representations (ICLR 2026)

Conference Reviewer

• Neural Information Processing System (NeurIPS) 2026

  • Top Reviewer in NeurIPS (2026)

• International Conference on Learning Representations (ICLR) 2027

Invited Talks

• Harmonized Cone for Feasible and Non-conflict Directions in Training Physics-Informed Neural Networks, 2026 KDMS Conference (Special Session on Outstanding Conference Papers)