Nowak, Robert

48 publications

NeurIPS 2024 AHA: Human-Assisted Out-of-Distribution Generalization and Detection Haoyue Bai, Jifan Zhang, Robert Nowak

NeurIPS 2024 Humor in AI: Massive Scale Crowd-Sourced Preferences and Benchmarks for Cartoon Captioning Jifan Zhang, Lalit Jain, Yang Guo, Jiayi Chen, Kuan Lok Zhou, Siddharth Suresh, Andrew Wagenmaker, Scott Sievert, Timothy Rogers, Kevin Jamieson, Robert Mankoff, Robert Nowak

AISTATS 2024 SPEED: Experimental Design for Policy Evaluation in Linear Heteroscedastic Bandits Subhojyoti Mukherjee, Qiaomin Xie, Josiah P Hanna, Robert Nowak

NeurIPS 2023 Algorithm Selection for Deep Active Learning with Imbalanced Datasets Jifan Zhang, Shuai Shao, Saurabh Verma, Robert Nowak

NeurIPS 2023 Multi-Task Representation Learning for Pure Exploration in Bilinear Bandits Subhojyoti Mukherjee, Qiaomin Xie, Josiah Hanna, Robert Nowak

AISTATS 2022 Chernoff Sampling for Active Testing and Extension to Active Regression Subhojyoti Mukherjee, Ardhendu S. Tripathy, Robert Nowak

AISTATS 2022 Near Instance Optimal Model Selection for Pure Exploration Linear Bandits Yinglun Zhu, Julian Katz-Samuels, Robert Nowak

AISTATS 2022 Nearly Optimal Algorithms for Level Set Estimation Blake Mason, Lalit Jain, Subhojyoti Mukherjee, Romain Camilleri, Kevin Jamieson, Robert Nowak

AISTATS 2022 Pareto Optimal Model Selection in Linear Bandits Yinglun Zhu, Robert Nowak

NeurIPS 2022 Active Learning with Neural Networks: Insights from Nonparametric Statistics Yinglun Zhu, Robert Nowak

NeurIPS 2022 Efficient Active Learning with Abstention Yinglun Zhu, Robert Nowak

ICML 2022 GALAXY: Graph-Based Active Learning at the Extreme Jifan Zhang, Julian Katz-Samuels, Robert Nowak

NeurIPS 2022 One for All: Simultaneous Metric and Preference Learning over Multiple Users Gregory Canal, Blake Mason, Ramya Korlakai Vinayak, Robert Nowak

ICML 2022 Training OOD Detectors in Their Natural Habitats Julian Katz-Samuels, Julia B Nakhleh, Robert Nowak, Yixuan Li

UAI 2021 Nearest Neighbor Search Under Uncertainty Blake Mason, Ardhendu Tripathy, Robert Nowak

NeurIPS 2021 Pure Exploration in Kernel and Neural Bandits Yinglun Zhu, Dongruo Zhou, Ruoxi Jiang, Quanquan Gu, Rebecca Willett, Robert Nowak

NeurIPS 2020 Finding All $\epsilon$-Good Arms in Stochastic Bandits Blake Mason, Lalit Jain, Ardhendu Tripathy, Robert Nowak

AAAI 2020 Linear Bandits with Feature Feedback Urvashi Oswal, Aniruddha Bhargava, Robert Nowak

NeurIPS 2020 On Regret with Multiple Best Arms Yinglun Zhu, Robert Nowak

ICML 2020 Robust Outlier Arm Identification Yinglun Zhu, Sumeet Katariya, Robert Nowak

ICML 2019 Bilinear Bandits with Low-Rank Structure Kwang-Sung Jun, Rebecca Willett, Stephen Wright, Robert Nowak

NeurIPS 2019 Learning Nearest Neighbor Graphs from Noisy Distance Samples Blake Mason, Ardhendu Tripathy, Robert Nowak

NeurIPS 2019 MaxGap Bandit: Adaptive Algorithms for Approximate Ranking Sumeet Katariya, Ardhendu Tripathy, Robert Nowak

AISTATS 2018 Adaptive Sampling for Coarse Ranking Sumeet Katariya, Lalit K. Jain, Nandana Sengupta, James Evans, Robert Nowak

AISTATS 2018 Teacher Improves Learning by Selecting a Training Subset Yuzhe Ma, Robert Nowak, Philippe Rigollet, Xuezhou Zhang, Xiaojin Zhu

NeurIPS 2017 A KL-LUCB Algorithm for Large-Scale Crowdsourcing Ervin Tanczos, Robert Nowak, Bob Mankoff

NeurIPS 2017 Learning Low-Dimensional Metrics Blake Mason, Lalit Jain, Robert Nowak

NeurIPS 2017 Scalable Generalized Linear Bandits: Online Computation and Hashing Kwang-Sung Jun, Aniruddha Bhargava, Robert Nowak, Rebecca Willett

ICML 2016 Anytime Exploration for Multi-Armed Bandits Using Confidence Information Kwang-Sung Jun, Robert Nowak

ICML 2016 Representational Similarity Learning with Application to Brain Networks Urvashi Oswal, Christopher Cox, Matthew Lambon-Ralph, Timothy Rogers, Robert Nowak

ICML 2016 The Information-Theoretic Requirements of Subspace Clustering with Missing Data Daniel Pimentel-Alarcon, Robert Nowak

AISTATS 2012 High-Rank Matrix Completion Brian Eriksson, Laura Balzano, Robert Nowak

NeurIPS 2012 Query Complexity of Derivative-Free Optimization Kevin G. Jamieson, Robert Nowak, Ben Recht

AISTATS 2012 Universal Measurement Bounds for Structured Sparse Signal Recovery Nikhil Rao, Ben Recht, Robert Nowak

NeurIPS 2011 Active Ranking Using Pairwise Comparisons Kevin G. Jamieson, Robert Nowak

AISTATS 2010 Detecting Weak but Hierarchically-Structured Patterns in Networks Aarti Singh, Robert Nowak, Robert Calderbank

NeurIPS 2010 Transduction with Matrix Completion: Three Birds with One Stone Andrew Goldberg, Ben Recht, Junming Xu, Robert Nowak, Xiaojin Zhu

AISTATS 2009 Distilled Sensing: Selective Sampling for Sparse Signal Recovery Jarvis Haupt, Rui Castro, Robert Nowak

AISTATS 2009 Multi-Manifold Semi-Supervised Learning Andrew Goldberg, Xiaojin Zhu, Aarti Singh, Zhiting Xu, Robert Nowak

NeurIPS 2009 Noisy Generalized Binary Search Robert Nowak

NeurIPS 2008 Human Active Learning Rui M. Castro, Charles Kalish, Robert Nowak, Ruichen Qian, Tim Rogers, Xiaojin Zhu

NeurIPS 2008 Unlabeled Data: Now It Helps, Now It Doesn't Aarti Singh, Robert Nowak, Xiaojin Zhu

NeurIPS 2006 Inferring Network Structure from Co-Occurrences Michael G. Rabbat, Mário Figueiredo, Robert Nowak

NeurIPS 2005 Faster Rates in Regression via Active Learning Rebecca Willett, Robert Nowak, Rui M. Castro

NeurIPS 2005 Learning Minimum Volume Sets Clayton Scott, Robert Nowak

NeurIPS 2004 On the Adaptive Properties of Decision Trees Clayton Scott, Robert Nowak

NeurIPS 2003 Near-Minimax Optimal Classification with Dyadic Classification Trees Clayton Scott, Robert Nowak

NeurIPS 2002 Dyadic Classification Trees via Structural Risk Minimization Clayton Scott, Robert Nowak