Samory Kpotufe

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 39

Top Topics

Active Learning

Novelty Detection

Covariate Shift

Top Venues

Publications

Mohammadreza M. Kalan, Samory Kpotufe
Tight Rates in Supervised Outlier Transfer Learning. ICLR (2024)
Mohammadreza M. Kalan, Samory Kpotufe
Distribution-Free Rates in Neyman-Pearson Classification. CoRR (2024)
Nicholas Galbraith, Samory Kpotufe
Classification Tree Pruning Under Covariate Shift. IEEE Trans. Inf. Theory 70 (1) (2024)
Joe Suk, Samory Kpotufe
Tracking Most Significant Shifts in Nonparametric Contextual Bandits. CoRR (2023)
Joe Suk, Samory Kpotufe
Tracking Most Significant Shifts in Nonparametric Contextual Bandits. NeurIPS (2023)
Gan Yuan, Mingyue Xu, Samory Kpotufe, Daniel Hsu
Efficient Estimation of the Central Mean Subspace via Smoothed Gradient Outer Products. CoRR (2023)
Mohammadreza M. Kalan, Samory Kpotufe
Tight Rates in Supervised Outlier Transfer Learning. CoRR (2023)
Steve Hanneke, Samory Kpotufe, Yasaman Mahdaviyeh
Limits of Model Selection under Transfer Learning. COLT (2023)
Steve Hanneke, Samory Kpotufe, Yasaman Mahdaviyeh
Limits of Model Selection under Transfer Learning. CoRR (2023)
Nicholas Galbraith, Samory Kpotufe
Classification Tree Pruning Under Covariate Shift. CoRR (2023)
Dimitri Meunier, Zhu Li, Arthur Gretton, Samory Kpotufe
Nonlinear Meta-Learning Can Guarantee Faster Rates. CoRR (2023)
Kun Yang, Samory Kpotufe, Nick Feamster
An Efficient One-Class SVM for Novelty Detection in IoT. Trans. Mach. Learn. Res. 2022 (2022)
Joe Suk, Samory Kpotufe
Tracking Most Significant Arm Switches in Bandits. COLT (2022)
Samory Kpotufe, Gan Yuan, Yunfan Zhao
Nuances in Margin Conditions Determine Gains in Active Learning. AISTATS (2022)
Samory Kpotufe, Gan Yuan, Yunfan Zhao
Nuances in Margin Conditions Determine Gains in Active Learning. CoRR (2021)
Kun Yang, Samory Kpotufe, Nick Feamster
An Efficient One-Class SVM for Anomaly Detection in the Internet of Things. CoRR (2021)
Joe Suk, Samory Kpotufe
Tracking Most Severe Arm Changes in Bandits. CoRR (2021)
Joseph Suk, Samory Kpotufe
Self-Tuning Bandits over Unknown Covariate-Shifts. ALT (2021)
Kun Yang, Samory Kpotufe, Nick Feamster
A Comparative Study of Network Traffic Representations for Novelty Detection. CoRR (2020)
Joseph Suk, Samory Kpotufe
Self-Tuning Bandits over Unknown Covariate-Shifts. CoRR (2020)
Steve Hanneke, Samory Kpotufe
On the Value of Target Data in Transfer Learning. CoRR (2020)
Samory Kpotufe, Bharath K. Sriperumbudur
Gaussian Sketching yields a J-L Lemma in RKHS. AISTATS (2020)
Steve Hanneke, Samory Kpotufe
A No-Free-Lunch Theorem for MultiTask Learning. CoRR (2020)
Steve Hanneke, Samory Kpotufe
On the Value of Target Data in Transfer Learning. NeurIPS (2019)
Samory Kpotufe, Bharath K. Sriperumbudur
Kernel Sketching yields Kernel JL. CoRR (2019)
Samory Kpotufe, Guillaume Martinet
Marginal Singularity, and the Benefits of Labels in Covariate-Shift. COLT (2018)
Heinrich Jiang, Jennifer Jang, Samory Kpotufe
Quickshift++: Provably Good Initializations for Sample-Based Mean Shift. ICML (2018)
Lirong Xue, Samory Kpotufe
Achieving the time of 1-NN, but the accuracy of k-NN. AISTATS (2018)
Heinrich Jiang, Jennifer Jang, Samory Kpotufe
Quickshift++: Provably Good Initializations for Sample-Based Mean Shift. CoRR (2018)
Samory Kpotufe, Guillaume Martinet
Marginal Singularity, and the Benefits of Labels in Covariate-Shift. CoRR (2018)
Andrea Locatelli, Alexandra Carpentier, Samory Kpotufe
An Adaptive Strategy for Active Learning with Smooth Decision Boundary. ALT (2018)
Tin D. Nguyen, Samory Kpotufe
PAC-Bayes Tree: weighted subtrees with guarantees. NeurIPS (2018)
Samory Kpotufe
Lipschitz Density-Ratios, Structured Data, and Data-driven Tuning. AISTATS (2017)
Heinrich Jiang, Samory Kpotufe
Modal-set estimation with an application to clustering. AISTATS (2017)
Andrea Locatelli, Alexandra Carpentier, Samory Kpotufe
An Adaptive Strategy for Active Learning with Smooth Decision Boundary. CoRR (2017)
Andrea Locatelli, Alexandra Carpentier, Samory Kpotufe
Adaptivity to Noise Parameters in Nonparametric Active Learning. COLT (2017)
Samory Kpotufe, Nakul Verma
Time-Accuracy Tradeoffs in Kernel Prediction: Controlling Prediction Quality. J. Mach. Learn. Res. 18 (2017)
Samory Kpotufe, Abdeslam Boularias, Thomas Schultz, Kyoungok Kim
Gradients Weights improve Regression and Classification. J. Mach. Learn. Res. 17 (2016)
Heinrich Jiang, Samory Kpotufe
Modal-set estimation with an application to clustering. CoRR (2016)
Samory Kpotufe, Ruth Urner, Shai Ben-David
Hierarchical Label Queries with Data-Dependent Partitions. COLT (2015)
Samory Kpotufe, Eleni Sgouritsa, Dominik Janzing, Bernhard Schölkopf
Consistency of Causal Inference under the Additive Noise Model. ICML (2014)
Kamalika Chaudhuri, Sanjoy Dasgupta, Samory Kpotufe, Ulrike von Luxburg
Consistent Procedures for Cluster Tree Estimation and Pruning. IEEE Trans. Inf. Theory 60 (12) (2014)
Shubhendu Trivedi, Jialei Wang, Samory Kpotufe, Gregory Shakhnarovich
A Consistent Estimator of the Expected Gradient Outerproduct. UAI (2014)
Sanjoy Dasgupta, Samory Kpotufe
Optimal rates for k-NN density and mode estimation. NIPS (2014)
Samory Kpotufe, Eleni Sgouritsa, Dominik Janzing, Bernhard Schölkopf
Consistency of Causal Inference under the Additive Noise Model. CoRR (2013)
Samory Kpotufe, Francesco Orabona
Regression-tree Tuning in a Streaming Setting. NIPS (2013)
Samory Kpotufe, Vikas K. Garg
Adaptivity to Local Smoothness and Dimension in Kernel Regression. NIPS (2013)
Samory Kpotufe, Abdeslam Boularias
Gradient Weights help Nonparametric Regressors. NIPS (2012)
Nakul Verma, Samory Kpotufe, Sanjoy Dasgupta
Which Spatial Partition Trees are Adaptive to Intrinsic Dimension? CoRR (2012)
Samory Kpotufe, Sanjoy Dasgupta
A tree-based regressor that adapts to intrinsic dimension. J. Comput. Syst. Sci. 78 (5) (2012)
Samory Kpotufe, Ulrike von Luxburg
Pruning nearest neighbor cluster trees. ICML (2011)
Samory Kpotufe
k-NN Regression Adapts to Local Intrinsic Dimension. NIPS (2011)
Samory Kpotufe, Ulrike von Luxburg
Pruning nearest neighbor cluster trees CoRR (2011)
Nakul Verma, Samory Kpotufe, Sanjoy Dasgupta
Which Spatial Partition Trees are Adaptive to Intrinsic Dimension? UAI (2009)
Samory Kpotufe
Escaping the Curse of Dimensionality with a Tree-based Regressor. COLT (2009)
Samory Kpotufe
Fast, smooth and adaptive regression in metric spaces. NIPS (2009)