Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities

25 July 2023

Papers citing "Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities"

23 / 23 papers shown

Title
Semi-Decision-Focused Learning with Deep Ensembles: A Practical Framework for Robust Portfolio Optimization Juhyeong Kim 131 0 0 16 Mar 2025
Preference-Based Gradient Estimation for ML-Guided Approximate Combinatorial Optimization Arman Mielke Uwe Bauknecht Thilo Strauss Mathias Niepert 105 0 0 26 Feb 2025
Global-Decision-Focused Neural ODEs for Proactive Grid Resilience Management Shuyi Chen Ferdinando Fioretto Feng Qiu Shixiang Zhu 123 2 0 25 Feb 2025
Offline Model-Based Optimization by Learning to Rank Rong-Xi Tan Ke Xue Shen-Huan Lyu Haopu Shang Yao Wang Yaoyuan Wang Sheng Fu Chao Qian OffRL 94 3 0 15 Oct 2024
Backpropagation of Unrolled Solvers with Folded Optimization James Kotary M. H. Dinh Ferdinando Fioretto 57 15 0 28 Jan 2023
Predict+Optimize for Packing and Covering LPs with Unknown Parameters in Constraints Xinyi Hu Jasper C. H. Lee Jimmy Ho-man Lee 62 17 0 08 Sep 2022
Learning with Combinatorial Optimization Layers: a Probabilistic Approach Guillaume Dalle Léo Baty Louis Bouvier Axel Parmentier AI4CE 44 36 0 27 Jul 2022
Data Driven VRP: A Neural Network Model to Learn Hidden Preferences for VRP Jayanta Mandi Rocsildes Canoy Víctor Bucarey Tias Guns 29 7 0 10 Aug 2021
Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions Mathias Niepert Pasquale Minervini Luca Franceschi 57 85 0 03 Jun 2021
Application-Driven Learning: A Closed-Loop Prediction and Optimization Approach Applied to Dynamic Reserves and Demand Forecasting J. Garcia A. Street Tito Homem-de-Mello F. Muñoz 40 10 0 26 Feb 2021
Contrastive Losses and Solution Caching for Predict-and-Optimize Maxime Mulamba Jayanta Mandi Michelangelo Diligenti M. Lombardi Víctor Bucarey Tias Guns 86 50 0 10 Nov 2020
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing V. Monga Yuelong Li Yonina C. Eldar 94 1,021 0 22 Dec 2019
Learning Dense Representations for Entity Retrieval D. Gillick Sayali Kulkarni L. Lansing Alessandro Presta Jason Baldridge Eugene Ie Diego Garcia-Olano RALM 71 207 0 23 Sep 2019
MIPaaL: Mixed Integer Program as a Layer Aaron Ferber Bryan Wilder B. Dilkina Milind Tambe 49 146 0 12 Jul 2019
The Limited Multi-Label Projection Layer Brandon Amos V. Koltun J. Zico Kolter 56 36 0 20 Jun 2019
End to end learning and optimization on graphs Bryan Wilder Eric Ewing B. Dilkina Milind Tambe GNN 56 107 0 31 May 2019
SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver Po-Wei Wang P. Donti Bryan Wilder Zico Kolter LRM NAI 76 262 0 29 May 2019
Deep Inverse Optimization Yingcong Tan Andrew Delong Daria Terekhov 50 22 0 03 Dec 2018
Deep Learning using Rectified Linear Units (ReLU) Abien Fred Agarap 58 3,223 0 22 Mar 2018
OptNet: Differentiable Optimization as a Layer in Neural Networks Brandon Amos J. Zico Kolter 152 961 0 01 Mar 2017
Automatic differentiation in machine learning: a survey A. G. Baydin Barak A. Pearlmutter Alexey Radul J. Siskind PINN AI4CE ODL 156 2,800 0 20 Feb 2015
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 264 19,045 0 20 Dec 2014
A Fast and Simple Algorithm for Training Neural Probabilistic Language Models A. Mnih Yee Whye Teh 161 578 0 27 Jun 2012