Luigi Nardi

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2022
Mark πBO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization
Hvarfner, Carl ^LU ; Stoll, Danny ; Souza, Artur ; Lindauer, Marius ; Hutter, Frank and Nardi, Luigi ^LU (2022) Tenth International Conference of Learning Representations, ICLR 2022
- Contribution to conference › Paper, not in proceeding
Mark LassoBench: A High-Dimensional Hyperparameter Optimization Benchmark Suite for Lasso
Nardi, Luigi ^LU ; Gramfort, Alexandre ; Salmon, Joseph and Sehic, Kenan ^LU (2022) 1st International Conference on Automated Machine Learning (AutoML)
- Contribution to conference › Paper, not in proceeding
Mark Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces
Papenmeier, Leonard ^LU ; Nardi, Luigi ^LU and Poloczek, Matthias (2022) Advances in Neural Information Processing Systems 35, NeurIPS 2022
- Chapter in Book/Report/Conference proceeding › Paper in conference proceeding
Mark Joint Entropy Search for Maximally-Informed Bayesian Optimization
Hvarfner, Carl ^LU ; Hutter, Frank and Nardi, Luigi ^LU (2022) 36th Conference on Neural Information Processing Systems, NeurIPS 2022
- Chapter in Book/Report/Conference proceeding › Paper in conference proceeding
Mark Learning Skill-based Industrial Robot Tasks with User Priors
Mayr, Matthias ^LU ; Hvarfner, Carl ^LU ; Chatzilygeroudis, Konstantinos ; Nardi, Luigi ^LU and Krueger, Volker ^LU (2022) IEEE 18th International Conference on Automation Science and Engineering (IEEE CASE2022) p.1485-1492
- Chapter in Book/Report/Conference proceeding › Paper in conference proceeding
Mark How to Set Up & Learn New Robot Tasks with Explainable Behaviors?
Mayr, Matthias ^LU ; Ahmad, Faseeh ^LU ; Chatzilygeroudis, Konstantinos ; Nardi, Luigi ^LU and Krueger, Volker ^LU (2022) European Robotics Forum
- Contribution to conference › Poster
Mark Skill-based Multi-objective Reinforcement Learning of Industrial Robot Tasks with Planning and Knowledge Integration
Mayr, Matthias ^LU ; Ahmad, Faseeh ^LU ; Chatzilygeroudis, Konstantinos ; Nardi, Luigi ^LU and Krueger, Volker ^LU (2022) 2022 IEEE International Conference on Robotics and Biomimetics, ROBIO 2022 p.1995-2002
- Chapter in Book/Report/Conference proceeding › Paper in conference proceeding
Mark HPVM2FPGA: Enabling True Hardware-Agnostic FPGA Programming
Ejjeh, Adel ; Medvinsky, Leon ; Councilman, Aaron ; Nehra, Hemang ; Sharma, Suraj ; Adve, Vikram ; Nardi, Luigi ^LU ; Nurvitadhi, Eriko and Rutenbar, Rob A (2022) 33rd IEEE International Conference on Application-specific Systems, Architectures, and Processors (ASAP 2022)
- Chapter in Book/Report/Conference proceeding › Paper in conference proceeding
Mark LassoBench : A High-Dimensional Hyperparameter Optimization Benchmark Suite for Lasso
Šehić, Kenan ^LU ; Gramfort, Alexandre ; Salmon, Joseph and Nardi, Luigi ^LU (2022) 1st International Conferenceon Automated Machine Learning, AutoML 2022 188.
- Chapter in Book/Report/Conference proceeding › Paper in conference proceeding
2021
Mark Bayesian Optimization with a Prior for the Optimum
Souza, Artur ; Nardi, Luigi ^LU ; Oliveira, Leonardo B. ; Olukotun, Kunle ; Lindauer, Marius and Hutter, Frank (2021) European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML PKDD 2021 In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 12977 LNAI. p.265-296
- Chapter in Book/Report/Conference proceeding › Paper in conference proceeding