Sana Tonekaboni
8 papers · 2018–2025 · 5 conferences · across top CS/AI conferences
Achievements
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🐣 Hot Topic Early Bird 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (5) 🏃 Academic Marathon (7)
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Cross-Pollinator
(14)
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The Questioner
🔥
Unstoppable
(5)
Conferences
ICLR (3)
MLHC (2)
AISTATS (1)
NIPS (1)
UAI (1)
Top co-authors
Keywords
time series
(2)
kl divergence
(1)
feature importance
(1)
time series classification
(1)
mutual information
(1)
stochastic process
(1)
generative model
(1)
convolutional neural network
(1)
recurrent neural network
(1)
physiological signal
(1)
distributional shift
(1)
black-box model
(1)
counterfactual regularization
(1)
clinical explainability
(1)
explainable machine learning
(1)
model prediction
(1)
clinical practice
(1)
cardiac arrest prediction
(1)
instance-wise explanation
(1)
representation learning
(1)
Papers
HDP-Flow: Generalizable Bayesian Nonparametric Model for Time Series State Discovery
UAI 2025
An Information Criterion for Controlled Disentanglement of Multimodal Data
ICLR 2025
Learning under Temporal Label Noise
ICLR 2025
Decoupling Local and Global Representations of Time Series
AISTATS 2022
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding
ICLR 2021
What went wrong and when? Instance-wise feature importance for time-series black-box models
NIPS 2020
What Clinicians Want: Contextualizing Explainable Machine Learning for Clinical End Use
MLHC 2019
Prediction of Cardiac Arrest from Physiological Signals in the Pediatric ICU
MLHC 2018