Mukund Sudarshan
5 papers · 2020–2023 · 3 conferences · across top CS/AI conferences
Achievements
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🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🌍
Conference Polyglot
(3)
🐝
Cross-Pollinator
(12)
❓
The Questioner
Conferences
AISTATS (3)
ICLR (1)
NIPS (1)
Top co-authors
Keywords
feature importance
(2)
false discovery rate
(2)
statistical inference
(1)
interpretable machine learning
(1)
hypothesis testing
(1)
statistical testing
(1)
mutual information
(1)
statistical hypothesis testing
(1)
conditional independence
(1)
randomization test
(1)
deep neural network
(1)
conditional independence test
(1)
model explanation
(1)
information residual
(1)
type-1 error control
(1)
covariate selection
(1)
amortized explanation
(1)
fidelity evaluation
(1)
selector model
(1)
model-x framework
(1)
Papers
DIET: Conditional independence testing with marginal dependence measures of residual information
AISTATS 2023
FastSHAP: Real-Time Shapley Value Estimation
ICLR 2022
Have We Learned to Explain?: How Interpretability Methods Can Learn to Encode Predictions in their Interpretations.
AISTATS 2021
CONTRA: Contrarian statistics for controlled variable selection
AISTATS 2021
Deep Direct Likelihood Knockoffs
NIPS 2020