Preprints
BOOST: Bayesian Optimization with Optimal Kernel and Acquisition Function Selection Technique. Park, J.; Cheon, M.; Wi, J.; and Koh, D. September 2025. arXiv:2508.02332 [cs]
Solvent-Free Manufacturing of Electrified Structured Sorbents for Scalable Direct Air Capture. Park, I.; Kim, S.; Kim, J.; Hebisch, K. L; Park, I.; You, J.; Heo, H.; Jamal, A.; Kim, J.; and Koh, D.ChemRxiv, (0216). 2026.
EARL-BO: Reinforcement Learning for Multi-Step Lookahead, High-Dimensional Bayesian Optimization. Cheon, M.; Lee, J. H.; Koh, D.; and Tsay, C. arXiv:2411.00171. July 2025.
Perspectives, News & Views, Briefings
Crude oil turns cheap porous membrane into a sieve to refine itself without heat, Koh, D.; Lively, R. P. Nature, Research Briefing, June 2026
Refining petroleum with membranes. Seo, H.; and Koh, D. Science, 376(6597): 1053–1054. June 2022.
Membranes at the limit. Koh, D.; and Lively, R. P. Nature Nanotechnology, 10(5): 385–386. May 2015.
Conference Non-Main Track
How Many Initial Points Does Bayesian Optimization Need? ICML 2026, DEMO (Decision-Making from Offline Datasets to Online Adaptation: Black-Box Optimization to Reinforcement Learning) Workshop

