Sana Tonekaboni
8 papers · 2018–2025 · 5 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (15) π Conference Polyglot Β· Silver
π§¬
Topic Evolution
π₯
Unstoppable Β· Bronze
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The Questioner
Top co-authors
Research topics
Keywords
time series
(4)
representation learning
(2)
time series classification
(2)
uncertainty quantification
(1)
self-supervised learning
(1)
kl divergence
(1)
multimodal learning
(1)
sequential classification
(1)
feature importance
(1)
mutual information
(1)
stochastic process
(1)
bayesian nonparametric model
(1)
shared representation
(1)
generative model
(1)
convolutional neural network
(1)
recurrent neural network
(1)
normalizing flow
(1)
noisy label
(1)
physiological signal
(1)
distributional shift
(1)
Papers
An Information Criterion for Controlled Disentanglement of Multimodal Data
ICLR 2025
HDP-Flow: Generalizable Bayesian Nonparametric Model for Time Series State Discovery
UAI 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
NeurIPS 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