← Search

Johan Ugander

11 accepted papers

2024

Inferring Dynamic Networks from Marginals with Iterative Proportional Fitting

ICML 2024poster

A common network inference problem, arising from real-world data constraints, is how to infer a dynamic network from its time-aggregated adjacency matrix and time-varying marginals (i.e., row and column sums). Prior approaches to this problem have repurposed the classic iterative proportional fittin…

2024

Off-policy Evaluation Beyond Overlap: Sharp Partial Identification Under Smoothness

ICML 2024poster

Off-policy evaluation, and the complementary problem of policy learning, use historical data collected under a logging policy to estimate and/or optimize the value of a target policy. Methods for these tasks typically assume overlap between the target and logging policy, enabling solutions based on…

Cited by 4SourcePDFScholar
2023

Counterfactual Evaluation of Peer-Review Assignment Policies

NeurIPS 2023spotlight

Peer review assignment algorithms aim to match research papers to suitable expert reviewers, working to maximize the quality of the resulting reviews. A key challenge in designing effective assignment policies is evaluating how changes to the assignment algorithm map to changes in review quality. In…

2023

Estimating Geographic Spillover Effects of COVID-19 Policies from Large-Scale Mobility Networks

AAAI 2023technical

Many policies in the US are determined locally, e.g., at the county-level. Local policy regimes provide flexibility between regions, but may become less effective in the presence of geographic spillovers, where populations circumvent local restrictions by traveling to less restricted regions nearby.…