Plumb, Gregory

11 publications

TMLR 2023 Towards a More Rigorous Science of Blindspot Discovery in Image Classification Models Gregory Plumb, Nari Johnson, Angel Cabrera, Ameet Talwalkar

ICMLW 2022 Evaluating Systemic Error Detection Methods Using Synthetic Images Gregory Plumb, Nari Johnson, Ángel Cabrera, Marco Tulio Ribeiro, Ameet Talwalkar

TMLR 2022 Finding and Fixing Spurious Patterns with Explanations Gregory Plumb, Marco Tulio Ribeiro, Ameet Talwalkar

ICML 2022 Sanity Simulations for Saliency Methods Joon Sik Kim, Gregory Plumb, Ameet Talwalkar

NeurIPS 2022 Use-Case-Grounded Simulations for Explanation Evaluation Valerie Chen, Nari Johnson, Nicholay Topin, Gregory Plumb, Ameet Talwalkar

ICLR 2021 A Learning Theoretic Perspective on Local Explainability Jeffrey Li, Vaishnavh Nagarajan, Gregory Plumb, Ameet Talwalkar

NeurIPSW 2021 Simulated User Studies for Explanation Evaluation Valerie Chen, Gregory Plumb, Nicholay Topin, Ameet Talwalkar

ICML 2020 Explaining Groups of Points in Low-Dimensional Representations Gregory Plumb, Jonathan Terhorst, Sriram Sankararaman, Ameet Talwalkar

NeurIPS 2020 Regularizing Black-Box Models for Improved Interpretability Gregory Plumb, Maruan Al-Shedivat, Ángel Alexander Cabrera, Adam Perer, Eric P. Xing, Ameet Talwalkar

NeurIPS 2018 Model Agnostic Supervised Local Explanations Gregory Plumb, Denali Molitor, Ameet S Talwalkar

JMLR 2015 SnFFT: A Julia Toolkit for Fourier Analysis of Functions over Permutations Gregory Plumb, Deepti Pachauri, Risi Kondor, Vikas Singh