Research output per year
Research output per year
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Dive into the research topics where Jayanta Mandi is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Research output
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Towards scalable decision-focused learning for combinatorial optimization problems
Mandi, J., 2023, 166 p.Research output: Thesis › PhD Thesis
Open AccessFile495 Downloads (Pure) -
Decision-Focused Learning: Through the Lens of Learning to Rank
Mandi, J., Bucarey Lopez, V., Mulamba, M. & Guns, T., 17 Jul 2022, Decision-Focused Learning: Through the Lens of Learning to Rank. Baltimore, Maryland, USA: Proceedings of Machine Learning Research, Vol. 162. p. 14935-14947 13 p. (Proceedings of Machine Learning Research).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Open Access29 Citations (Scopus) -
Sudoku Assistant
Mulamba, M., Gamba, E., Mandi, J. & Guns, T., 2 Sep 2022Research output: Non-textual form › Software
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Contrastive Losses and Solution Caching for Predict-and-Optimize
Mulamba, M., Mandi, J., Diligenti, M., Lombardi, M., Bucarey Lopez, V. & Guns, T., 19 Aug 2021, Contrastive Losses and Solution Caching for Predict-and-Optimize. Zhou, Z-H. (ed.). International Joint Conferences on Artificial Intelligence, p. 2833-2840 8 p. (IJCAI International Joint Conference on Artificial Intelligence).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Open Access19 Citations (Scopus) -
Data Driven VRP: A Neural Network Model to Learn Hidden Preferences for VRP
Mandi, J., Canoy, R., Bucarey Lopez, V. & Guns, T., 15 Oct 2021, Data Driven VRP: A Neural Network Model to Learn Hidden Preferences for VRP. Michel, L. D. (ed.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, Vol. 210. p. 42:1-42:17 17 p. 42. (Leibniz International Proceedings in Informatics (LIPIcs)).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Research
Open Access4 Citations (Scopus)
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Predict and Optimize: Through the Lens of Learning to Rank
Jayanta Mandi (Speaker), Victor Bucarey Lopez (Speaker), Maxime Albert Mulamba Ke Tchomba (Speaker) & Tias Guns (Speaker)
3 Jul 2022 → 6 Jul 2022Activity: Talk or presentation › Talk or presentation at a conference
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Interior Point Solving for LP-based prediction+optimisation
Jayanta Mandi (Speaker) & Tias Guns (Speaker)
8 Jan 2021Activity: Talk or presentation › Talk or presentation at a workshop/seminar
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Data Driven VRP: A Neural Network Model to learn hidden preferences for VRP
Jayanta Mandi (Speaker), Rocsildes Canoy (Presenter), Victor Bucarey Lopez (Presenter) & Tias Guns (Presenter)
27 Oct 2021Activity: Talk or presentation › Talk or presentation at a conference
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Neural Information Processing Systems, 2020
Jayanta Mandi (Speaker) & Tias Guns (Speaker)
9 Dec 2020Activity: Talk or presentation › Talk or presentation at a conference
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Differentiable Optimization Layer with an Interior Point Approach
Jayanta Mandi (Speaker) & Tias Guns (Speaker)
7 Sep 2020Activity: Talk or presentation › Talk or presentation at a conference
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