Muñoz, Gonzalo

1. When Deep Learning Meets Polyhedral Theory: A Survey
   2023/04/29 by Joey Huchette, Huchette, Joey, Gonzalo Muñoz +5 · 1 voice · 9 citations
   Computer Science · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Algorithms #Neural Networks and Applications #Optimization and Control (math.OC) #cs.LG #math.OC
2. Compressing Branch-and-Bound Trees
   2022/11/04 by Gonzalo Muñoz, Muñoz, Gonzalo, Joseph Paat +3 · 2 citations
   Computer Science · #Advanced Database Systems and Queries #Algorithms and Data Compression #FOS: Mathematics #Formal Methods in Verification #Optimization and Control (math.OC)
3. A study of the Bienstock-Zuckerberg algorithm, Applications in Mining and Resource Constrained Project Scheduling
   2016/07/05 by Muñoz, Gonzalo, Espinoza, Daniel, Goycoolea, Marcos +3 · 1 citation
   #FOS: Mathematics #Optimization and Control (math.OC)
4. Outer-Product-Free Sets for Polynomial Optimization and Oracle-Based Cuts
   2016/10/14 by Bienstock, Daniel, Chen, Chen, Muñoz, Gonzalo · 1 citation
   #90C30 #90C57 #FOS: Mathematics #Optimization and Control (math.OC)
5. Principled Deep Neural Network Training through Linear Programming
   2018/10/07 by Daniel Bienstock, Bienstock, Daniel, Gonzalo Muñoz +3 · 1 citation
   Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
6. The MIP Workshop 2023 Computational Competition on Reoptimization
   2023/11/24 by Suresh Bolusani, Mathieu Besançon, Bolusani, Suresh +13 · 1 citation
   Computer Science · Decision Sciences · #90-08 #90C11 #90C57 #Constraint Satisfaction and Optimization #FOS: Mathematics #Machine Learning and Data Classification #Optimization and Control (math.OC) #Scheduling and Timetabling Solutions
7. Decision-focused predictions via pessimistic bilevel optimization: complexity and algorithms
   2023/12/29 by Víctor Bucarey, Bucarey, Víctor, Sophia Calderón +5 · 1 citation
   Decision Sciences · #90C30 #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Multi-Criteria Decision Making #Optimization and Control (math.OC) #Risk and Portfolio Optimization
8. Computational Tradeoffs of Optimization-Based Bound Tightening in ReLU Networks
   2023/12/27 by Fabian Badilla, Marcos Goycoolea, Badilla, Fabian +5 · 1 voice · 1 citation
   Computer Science · Mathematics · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Machine Learning and Algorithms #cs.LG #math.OC
9. Exploiting the polyhedral geometry of stochastic linear bilevel programming
   2022/11/04 by Gonzalo Muñoz, David Pac Salas, Muñoz, Gonzalo +3 · 1 citation
   Computer Science · Decision Sciences · #FOS: Mathematics #Optimization and Control (math.OC) #Optimization and Variational Analysis #Probability (math.PR) #Risk and Portfolio Optimization