Gregory Plumb

23 papers A* 6Journal 16Unranked 1
YearRankTypeTitle / Venue / Authors
2023 J jnl
Towards a More Rigorous Science of Blindspot Discovery in Image Classification Models.
Trans. Mach. Learn. Res.
Gregory Plumb, Nari Johnson, Ángel Alexander Cabrera, Ameet Talwalkar
2023 J jnl
Where Does My Model Underperform? A Human Evaluation of Slice Discovery Algorithms.
CoRR
Nari Johnson, Ángel Alexander Cabrera, Gregory Plumb, Ameet Talwalkar
2022 J jnl
Evaluating Systemic Error Detection Methods using Synthetic Images.
CoRR
Gregory Plumb, Nari Johnson, Ángel Alexander Cabrera, Marco Túlio Ribeiro, Ameet Talwalkar
2022 J jnl
Finding and Fixing Spurious Patterns with Explanations.
Trans. Mach. Learn. Res.
Gregory Plumb, Marco Túlio Ribeiro, Ameet Talwalkar
2022 J jnl
Interpretable machine learning: moving from mythos to diagnostics.
Commun. ACM
Valerie Chen, Jeffrey Li, Joon Sik Kim, Gregory Plumb, Ameet Talwalkar
2022 A* conf
Sanity Simulations for Saliency Methods.
ICML
Joon Sik Kim, Gregory Plumb, Ameet Talwalkar
2022 A* conf
Use-Case-Grounded Simulations for Explanation Evaluation.
NeurIPS
Valerie Chen, Nari Johnson, Nicholay Topin, Gregory Plumb, Ameet Talwalkar
2022 J jnl
Use-Case-Grounded Simulations for Explanation Evaluation.
CoRR
Valerie Chen, Nari Johnson, Nicholay Topin, Gregory Plumb, Ameet Talwalkar
2021 A* conf
A Learning Theoretic Perspective on Local Explainability.
ICLR
Jeffrey Li, Vaishnavh Nagarajan, Gregory Plumb, Ameet Talwalkar
2021 J jnl
Finding and Fixing Spurious Patterns with Explanations.
CoRR
Gregory Plumb, Marco Túlio Ribeiro, Ameet Talwalkar
2021 J jnl
Interpretable Machine Learning: Moving from mythos to diagnostics.
ACM Queue
Valerie Chen, Jeffrey Li, Joon Sik Kim, Gregory Plumb, Ameet Talwalkar
2021 J jnl
Sanity Simulations for Saliency Methods.
CoRR
Joon Sik Kim, Gregory Plumb, Ameet Talwalkar
2021 J jnl
Towards Connecting Use Cases and Methods in Interpretable Machine Learning.
CoRR
Valerie Chen, Jeffrey Li, Joon Sik Kim, Gregory Plumb, Ameet Talwalkar
2020 J jnl
A Learning Theoretic Perspective on Local Explainability.
CoRR
Jeffrey Li, Vaishnavh Nagarajan, Gregory Plumb, Ameet Talwalkar
2020 A* conf
Explaining Groups of Points in Low-Dimensional Representations.
ICML
Gregory Plumb, Jonathan Terhorst, Sriram Sankararaman, Ameet Talwalkar
2020 J jnl
Explaining Groups of Points in Low-Dimensional Representations.
CoRR
Gregory Plumb, Jonathan Terhorst, Sriram Sankararaman, Ameet Talwalkar
2020 A* conf
Regularizing Black-box Models for Improved Interpretability.
NeurIPS
Gregory Plumb, Maruan Al-Shedivat, Ángel Alexander Cabrera, Adam Perer, Eric P. Xing, Ameet Talwalkar
2019 J jnl
Regularizing Black-box Models for Improved Interpretability (HILL 2019 Version).
CoRR
Gregory Plumb, Maruan Al-Shedivat, Eric P. Xing, Ameet Talwalkar
2019 J jnl
Regularizing Black-box Models for Improved Interpretability.
CoRR
Gregory Plumb, Maruan Al-Shedivat, Eric P. Xing, Ameet Talwalkar
2018 A* conf
Model Agnostic Supervised Local Explanations.
NeurIPS
Gregory Plumb, Denali Molitor, Ameet Talwalkar
2018 J jnl
Supervised Local Modeling for Interpretability.
CoRR
Gregory Plumb, Denali Molitor, Ameet Talwalkar
2017 — conf
Modeling Cognitive Trends in Preclinical Alzheimer's Disease (AD) via Distributions over Permutations.
MICCAI (3)
Gregory Plumb, Lindsay Clark, Sterling C. Johnson, Vikas Singh
2015 J jnl
SnFFT: a Julia toolkit for Fourier analysis of functions over permutations.
J. Mach. Learn. Res.
Gregory Plumb, Deepti Pachauri, Risi Kondor, Vikas Singh