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Doctoral Research Award. Scalability in Decision-Focused Learning: State of the Art, Challenges, and Beyond

This presentation will explore recent advancements in Decision-Focused Learning (DFL), an emerging approach in artificial intelligence (AI) that integrates machine learning (ML) prediction with combinatorial optimization to train ML models for optimal decision-making. DFL predicts the unknown parameters of combinatorial optimization problems by focusing on the outcomes obtained using these predicted parameters. This presentation will start by providing an overview of various DFL techniques and introduce a taxonomy that categorizes these methods based on their distinct features. It will then highlight the scalability challenge, a major bottleneck for real-world DFL applications. The presentation will summarize existing strategies developed to address this issue and conclude by exploring potential future directions in the field

7760.mp4 7760.mp3

Universitat de Girona. Departament d’Informàtica, Matemàtica Aplicada i Estadística

Other contributions: Universitat de Girona. Departament d’Informàtica, Matemàtica Aplicada i Estadística
Author: Mandi, Jayanta
Date: 2024 September 3
Abstract: This presentation will explore recent advancements in Decision-Focused Learning (DFL), an emerging approach in artificial intelligence (AI) that integrates machine learning (ML) prediction with combinatorial optimization to train ML models for optimal decision-making. DFL predicts the unknown parameters of combinatorial optimization problems by focusing on the outcomes obtained using these predicted parameters. This presentation will start by providing an overview of various DFL techniques and introduce a taxonomy that categorizes these methods based on their distinct features. It will then highlight the scalability challenge, a major bottleneck for real-world DFL applications. The presentation will summarize existing strategies developed to address this issue and conclude by exploring potential future directions in the field
7760.mp4 7760.mp3
Format: audio/mpeg
video/mp4
Document access: http://hdl.handle.net/10256.1/7760
Language: eng
Publisher: Universitat de Girona. Departament d’Informàtica, Matemàtica Aplicada i Estadística
Collection: 30th International Conference on Principles and Practice of Constraint Programming
Rights: Attribution-NonCommercial-ShareAlike 4.0 International
Rights URI: http://creativecommons.org/licenses/by-nc-sa/4.0/
Subject: Programació per restriccions (Informàtica) -- Congressos
Constraint programming (Computer science) -- Congresses
Aprenentatge automàtic -- Congressos
Machine learning -- Congresses
Decisió, Presa de -- Informàtica -- Congressos
Decision making -- Data processing -- Congresses
Title: Doctoral Research Award. Scalability in Decision-Focused Learning: State of the Art, Challenges, and Beyond
Type: info:eu-repo/semantics/lecture
Repository: DUGiMedia

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