2 papers
stat.ME2026
Chance-constrained selection of sequential intervention strategies from counterfactual estimates
Minkyoung Kim, Beakcheol Jang
Many operational decisions are sequences of interventions under a cumulative resource limit, such as a maintenance schedule within a crew-hour budget. Choosing among them calls for…
cs.LG2026
Bilevel Graph Structure Learning, Revisited: Inner-Channel Origins of the Reported Gain
Minkyoung Kim, Beakcheol Jang
Bilevel graph structure learning is widely understood to improve graph neural networks by jointly optimizing model parameters and a learned graph structure, with the resulting perf…