Gregory Plumb
7 papers · 2015–2022 · 4 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (13) 🐣 Hot Topic Early Bird
🧭
Keyword Pioneer
Venues
Top co-authors
Research topics
Keywords
interpretable machine learning
(2)
model explanation
(2)
compressed sensing
(1)
feature selection
(1)
supervised learning
(1)
explainable ai
(1)
fourier analysis
(1)
feature attribution
(1)
model debugging
(1)
generalization bound
(1)
local explanation
(1)
counterfactual reasoning
(1)
forward simulation
(1)
fast fourier transform
(1)
post-hoc explanation
(1)
random forest
(1)
finite sample
(1)
user study
(1)
low-dimensional representation
(1)
model regularization
(1)
Papers
Sanity Simulations for Saliency Methods
ICML 2022
Use-Case-Grounded Simulations for Explanation Evaluation
NeurIPS 2022
A Learning Theoretic Perspective on Local Explainability
ICLR 2021
Explaining Groups of Points in Low-Dimensional Representations
ICML 2020
Regularizing Black-box Models for Improved Interpretability
NeurIPS 2020
Model Agnostic Supervised Local Explanations
NeurIPS 2018
SnFFT: A Julia Toolkit for Fourier Analysis of Functions over Permutations
JMLR 2015