Kacper Sokol
5 papers · 2017–2022 · 2 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🐝 Cross-Pollinator (15) 🏃 Academic Marathon (5) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (2)
🧭
Keyword Pioneer
🏆
Keyword Champion
(2)
📈
Trend Setter
🚀
Conference Pioneer
Conferences
IJCAI (4)
AAAI (1)
Top co-authors
Keywords
counterfactual explanation
(3)
explainable machine learning
(2)
explainable ai
(2)
probabilistic sampling
(1)
high-dimensional datum
(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