Kacper Sokol
5 papers · 2017–2022 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Academic Marathon ยท Sprint
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Hot Topic Early Bird
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Keyword Pioneer
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Conference Pioneer
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Research topics
Keywords
counterfactual explanation
(3)
explainable machine learning
(2)
explainable ai
(2)
probabilistic sampling
(1)
high-dimensional data
(1)
surrogate model
(1)
decision tree
(1)
model explanation
(1)
voice assistant
(1)
argumentation theory
(1)
algorithmic transparency
(1)
conversational explanation
(1)
counterfactual statement
(1)
class-contrastive explanation
(1)
bias detection
(1)
probabilistic feature sampling
(1)
interpretable machine learning
(1)
bayesian optimization
(1)
Papers
BayCon: Model-agnostic Bayesian Counterfactual Generator
IJCAI 2022
Desiderata for Interpretability: Explaining Decision Tree Predictions with Counterfactuals
AAAI 2019
Conversational Explanations of Machine Learning Predictions Through Class-contrastive Counterfactual Statements
IJCAI 2018
Glass-Box: Explaining AI Decisions With Counterfactual Statements Through Conversation With a Voice-enabled Virtual Assistant
IJCAI 2018
The Role of Textualisation and Argumentation in Understanding the Machine Learning Process
IJCAI 2017