Paul Rolland
- Score matching enables causal discovery of nonlinear additive noise models
2022/03/08 by Paul Rolland, Volkan Cevher, Rolland, Paul +11 · 15 citations
Computer Science · #Bayesian Modeling and Causal Inference #Error Correcting Code Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications
- High-Dimensional Bayesian Optimization via Additive Models with\n Overlapping Groups
2018/02/20 by Paul Rolland, Jonathan Scarlett, Rolland, Paul +5 · 8 citations
Computer Science · Decision Sciences · #Machine Learning and Data Classification #Machine Learning and Algorithms #Advanced Bandit Algorithms Research
- Lipschitz constant estimation of Neural Networks via sparse polynomial optimization
2020/04/18 by Fabian Latorre, Latorre, Fabian, Paul Rolland +3 · 14 citations
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques