Guns, Tias

1. Smart Predict-and-Optimize for Hard Combinatorial Optimization Problems
   2019/11/22 by Mandi, Jaynta, Demirović, Emir, Stuckey, Peter. J +1 · 10 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
2. Decision-Focused Learning: Through the Lens of Learning to Rank
   2021/12/07 by Mandi, Jayanta, Bucarey, Víctor, Mulamba, Maxime +1 · 12 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
3. Contrastive Losses and Solution Caching for Predict-and-Optimize
   2020/11/10 by Mulamba, Maxime, Mandi, Jayanta, Diligenti, Michelangelo +3 · 10 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Interior Point Solving for LP-based prediction+optimisation
   2020/10/26 by Jayanta Mandi, Mandi, Jayanta, Tias Guns +1 · 9 citations
   Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #Advanced Multi-Objective Optimization Algorithms #Advanced Optimization Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC)
5. Holy Grail 2.0: From Natural Language to Constraint Models
   2023/08/03 by Dimosthenis C. Tsouros, Hélène Verhaeghe, Tsouros, Dimos +5 · 10 citations
   Computer Science · #Natural Language Processing Techniques #Constraint Satisfaction and Optimization #Topic Modeling
6. Learning to rank for uplift modeling
   2020/02/14 by Devriendt, Floris, Guns, Tias, Verbeke, Wouter · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. Score Function Gradient Estimation to Widen the Applicability of Decision-Focused Learning
   2023/07/11 by Silvestri, Mattia, Berden, Senne, Mandi, Jayanta +4 · 3 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
8. Learning Relational Representations with Auto-encoding Logic Programs
   2019/03/29 by Dumancic, Sebastijan, Guns, Tias, Meert, Wannes +1 · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
9. Learning to Learn in Interactive Constraint Acquisition
   2023/12/17 by Dimosthenis C. Tsouros, Senne Berden, Tsouros, Dimos +3 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Constraint Satisfaction and Optimization #Data Management and Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Semantic Web and Ontologies
10. CP-Bench: Evaluating Large Language Models for Constraint Modelling
    2025/06/06 by Michailidis, Kostis, Tsouros, Dimos, Guns, Tias · 4 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
11. Guided Bottom-Up Interactive Constraint Acquisition
    2023/07/12 by Tsouros, Dimos, Berden, Senne, Guns, Tias · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
12. Solver-Free Decision-Focused Learning for Linear Optimization Problems
    2025/05/28 by Senne Berden, Ali İrfan Mahmutoğulları, Berden, Senne +6 · 1 voice · 1 citation
    Computer Science · Engineering · #Fault Detection and Control Systems #Metaheuristic Optimization Algorithms Research #Reservoir Engineering and Simulation Methods #cs.AI #cs.LG