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Céline Hocquette

13 papers hereh-index 6112 citations19 works total

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

author position
  • first author9
  • middle author1
  • last author3

Across the 13 of 13 papers where every author was matched, so the position is known.

fields
  • cs.LG9
  • cs.AI3
  • cs.HC1

identity via Semantic Scholar / OpenAlex

activity
20192025
most citedBeneficial and Harmful Explanatory Machine Learning

5 citations · 7 across the 13 of their papers we have counts for

collaborators
Showing 2024Show all

4 papers · 1 filter

cs.AI2024

Relational decomposition for program synthesis

Céline Hocquette, Andrew Cropper

We introduce a relational approach to program synthesis. The key idea is to decompose synthesis tasks into simpler relational synthesis subtasks. Specifically, our representation d…

cs.HC2024

Can humans teach machines to code?

Céline Hocquette, Johannes Langer, Andrew Cropper +1

The goal of inductive program synthesis is for a machine to automatically generate a program from user-supplied examples. A key underlying assumption is that humans can provide suf…

cs.LG2024

Learning logic programs by finding minimal unsatisfiable subprograms

Andrew Cropper, Céline Hocquette

The goal of inductive logic programming (ILP) is to search for a logic program that generalises training examples and background knowledge. We introduce an ILP approach that identi…

cs.LG2024

Learning big logical rules by joining small rules

Céline Hocquette, Andreas Niskanen, Rolf Morel +2

A major challenge in inductive logic programming is learning big rules. To address this challenge, we introduce an approach where we join small rules to learn big rules. We impleme…

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