Polina Zablotskaia
5 papers · 2021–2023 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(17)
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Hot Topic Early Bird
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The Questioner
Venues
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Research topics
Deep Learning
(4)
Machine Learning
(4)
Core Methods
(3)
Learning Types
(3)
Artificial Intelligence
(2)
Natural Language Processing
(2)
Core AI
(2)
Models
(2)
Optimization & Theory · Machine Learning
(2)
Optimization & Theory · Deep Learning
(2)
Application Areas
(1)
Applications
(1)
Bayesian & Probabilistic
(1)
Generation
(1)
Keywords
influence function
(2)
model debugging
(2)
model interpretability
(2)
text classification
(1)
text summarization
(1)
feature attribution
(1)
efficient computing
(1)
hessian approximation
(1)
latent variable model
(1)
training data attribution
(1)
input salience
(1)
arnoldi iteration
(1)
training data
(1)
uncertainty calibration
(1)
model interpretation
(1)
predictive uncertainty
(1)
faithfulness evaluation
(1)
neural summarization
(1)
probabilistic deep learning
(1)
transformer model
(1)
Papers
On Uncertainty Calibration and Selective Generation in Probabilistic Neural Summarization: A Benchmark Study
EMNLP 2023
Theoretical and Practical Perspectives on what Influence Functions Do
NeurIPS 2023
Scaling Up Influence Functions
AAAI 2022
“Will You Find These Shortcuts?” A Protocol for Evaluating the Faithfulness of Input Salience Methods for Text Classification
EMNLP 2022
PROVIDE: a probabilistic framework for unsupervised video decomposition
UAI 2021