Gregory Plumb
7 papers · 2015–2022 · 4 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (4) π Academic Marathon (7) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (12) π§ Keyword Pioneer
π
Cross-Pollinator
(15)
Conferences
NIPS (3)
ICML (2)
ICLR (1)
JMLR (1)
Top co-authors
Keywords
model explanation
(2)
interpretable machine learning
(2)
feature selection
(1)
supervised learning
(1)
explainable ai
(1)
fourier analysis
(1)
feature attribution
(1)
model debugging
(1)
local explanation
(1)
counterfactual reasoning
(1)
forward simulation
(1)
fast fourier transform
(1)
post-hoc explanation
(1)
random forest
(1)
user study
(1)
low-dimensional representation
(1)
model regularization
(1)
synthetic benchmark
(1)
explanation fidelity
(1)
saliency method
(1)
Papers
Use-Case-Grounded Simulations for Explanation Evaluation
NIPS 2022
Sanity Simulations for Saliency Methods
ICML 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
NIPS 2020
Model Agnostic Supervised Local Explanations
NIPS 2018
SnFFT: A Julia Toolkit for Fourier Analysis of Functions over Permutations
JMLR 2015