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researcher

I. Papantonis

6 papers hereh-index 4612 citations11 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author4
  • middle author1
  • last author1

Across the 6 of 6 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • cs.AI2
  • cs.HC1

identity via Semantic Scholar / OpenAlex

activity
20202023
most citedInterventions and Counterfactuals in Tractable Probabilistic Models: Limitations of Contemporary Transformations

4 citations · 9 across the 5 of their papers we have counts for

collaborators
Showing 2022Show all

2 papers · 1 filter

cs.HC2022★ 2 cited

Explainability in Machine Learning: a Pedagogical Perspective

Andreas Bueff, Ioannis Papantonis, Auste Simkute +1

Given the importance of integrating of explainability into machine learning, at present, there are a lack of pedagogical resources exploring this. Specifically, we have found a nee…

cs.LG2022★ 1 cited

Principled Diverse Counterfactuals in Multilinear Models

Ioannis Papantonis, Vaishak Belle

Machine learning (ML) applications have automated numerous real-life tasks, improving both private and public life. However, the black-box nature of many state-of-the-art models po…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.