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researcher

Tias Guns

43 papers hereh-index 292.6k citations149 works total

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

author position
  • first author2
  • middle author8
  • last author30

Across the 40 of 43 papers where every author was matched, so the position is known.

fields
  • cs.AI23
  • cs.LG16
  • cs.DB1
  • cs.LO1
  • cs.NE1
  • math.OC1

identity via Semantic Scholar / OpenAlex

activity
20152026
most citedDecision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities

118 citations · 249 across the 32 of their papers we have counts for

collaborators
Showing 2024Show all

4 papers · 1 filter

cs.AI2024

Generalizing Constraint Models in Constraint Acquisition

Dimos Tsouros, Senne Berden, Steven Prestwich +1

Constraint Acquisition (CA) aims to widen the use of constraint programming by assisting users in the modeling process. However, most CA methods suffer from a significant drawback:…

cs.AI2024

Exploiting Symmetries in MUS Computation (Extended version)

Ignace Bleukx, Hélène Verhaeghe, Bart Bogaerts +1

In eXplainable Constraint Solving (XCS), it is common to extract a Minimal Unsatisfiable Subset (MUS) from a set of unsatisfiable constraints. This helps explain to a user why a co…

cs.AI2024

Trustworthy and Explainable Decision-Making for Workforce allocation

Guillaume Povéda, Ryma Boumazouza, Andreas Strahl +7

In industrial contexts, effective workforce allocation is crucial for operational efficiency. This paper presents an ongoing project focused on developing a decision-making tool de…

cs.AI2024

Decision-Focused Learning to Predict Action Costs for Planning

Jayanta Mandi, Marco Foschini, Daniel Holler +3

In many automated planning applications, action costs can be hard to specify. An example is the time needed to travel through a certain road segment, which depends on many factors,…

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