| 2025 | AISTATS | Transfer Neyman-Pearson Algorithm for Outlier Detection. | Mohammadreza M. Kalan, Eitan J. Neugut, Samory Kpotufe |
| 2024 | ICLR | Tight Rates in Supervised Outlier Transfer Learning. | Mohammadreza M. Kalan, Samory Kpotufe |
| 2023 | COLT | Limits of Model Selection under Transfer Learning. | Steve Hanneke, Samory Kpotufe, Yasaman Mahdaviyeh |
| 2022 | AISTATS | Nuances in Margin Conditions Determine Gains in Active Learning. | Samory Kpotufe, Gan Yuan, Yunfan Zhao |
| 2022 | COLT | Tracking Most Significant Arm Switches in Bandits. | Joe Suk, Samory Kpotufe |
| 2021 | ALT | Self-Tuning Bandits over Unknown Covariate-Shifts. | Joseph Suk, Samory Kpotufe |
| 2020 | AISTATS | Gaussian Sketching yields a J-L Lemma in RKHS. | Samory Kpotufe, Bharath K. Sriperumbudur |
| 2018 | AISTATS | Achieving the time of 1-NN, but the accuracy of k-NN. | Lirong Xue, Samory Kpotufe |
| 2018 | ALT | An Adaptive Strategy for Active Learning with Smooth Decision Boundary. | Andrea Locatelli, Alexandra Carpentier, Samory Kpotufe |
| 2018 | COLT | Marginal Singularity, and the Benefits of Labels in Covariate-Shift. | Samory Kpotufe, Guillaume Martinet |
| 2018 | ICML | Quickshift++: Provably Good Initializations for Sample-Based Mean Shift. | Heinrich Jiang, Jennifer Jang, Samory Kpotufe |
| 2017 | AISTATS | Modal-set estimation with an application to clustering. | Heinrich Jiang, Samory Kpotufe |
| 2017 | AISTATS | Lipschitz Density-Ratios, Structured Data, and Data-driven Tuning. | Samory Kpotufe |
| 2017 | COLT | Adaptivity to Noise Parameters in Nonparametric Active Learning. | Andrea Locatelli, Alexandra Carpentier, Samory Kpotufe |
| 2015 | COLT | Hierarchical Label Queries with Data-Dependent Partitions. | Samory Kpotufe, Ruth Urner, Shai Ben-David |
| 2014 | ICML | Consistency of Causal Inference under the Additive Noise Model. | Samory Kpotufe, Eleni Sgouritsa, Dominik Janzing, Bernhard Schlkopf |
| 2014 | UAI | A Consistent Estimator of the Expected Gradient Outerproduct. | Shubhendu Trivedi, Jialei Wang, Samory Kpotufe, Gregory Shakhnarovich |
| 2011 | ICML | Pruning nearest neighbor cluster trees. | Samory Kpotufe, Ulrike von Luxburg |
| 2009 | COLT | Escaping the Curse of Dimensionality with a Tree-based Regressor. | Samory Kpotufe |
| 2009 | UAI | Which Spatial Partition Trees are Adaptive to Intrinsic Dimension? | Nakul Verma, Samory Kpotufe, Sanjoy Dasgupta |