Dawnbench: An end-to-end deep learning benchmark and competition C Coleman, D Narayanan, D Kang, T Zhao, J Zhang, L Nardi, P Bailis, ... Training 100 (101), 102, 2017 | 379 | 2017 |
Spatial: A language and compiler for application accelerators D Koeplinger, M Feldman, R Prabhakar, Y Zhang, S Hadjis, R Fiszel, ... Proceedings of the 39th ACM SIGPLAN Conference on Programming Language …, 2018 | 245 | 2018 |
Introducing SLAMBench, a performance and accuracy benchmarking methodology for SLAM L Nardi, B Bodin, MZ Zia, J Mawer, A Nisbet, PHJ Kelly, AJ Davison, ... 2015 IEEE international conference on robotics and automation (ICRA), 5783-5790, 2015 | 192 | 2015 |
Practical design space exploration L Nardi, D Koeplinger, K Olukotun 2019 IEEE 27th International Symposium on Modeling, Analysis, and Simulation …, 2019 | 141* | 2019 |
Analysis of dawnbench, a time-to-accuracy machine learning performance benchmark C Coleman, D Kang, D Narayanan, L Nardi, T Zhao, J Zhang, P Bailis, ... ACM SIGOPS Operating Systems Review 53 (1), 14-25, 2019 | 138 | 2019 |
Efficient octree-based volumetric SLAM supporting signed-distance and occupancy mapping E Vespa, N Nikolov, M Grimm, L Nardi, PHJ Kelly, S Leutenegger IEEE Robotics and Automation Letters 3 (2), 1144-1151, 2018 | 93 | 2018 |
Slambench2: Multi-objective head-to-head benchmarking for visual slam B Bodin, H Wagstaff, S Saecdi, L Nardi, E Vespa, J Mawer, A Nisbet, ... 2018 IEEE International Conference on Robotics and Automation (ICRA), 3637-3644, 2018 | 74 | 2018 |
Integrating algorithmic parameters into benchmarking and design space exploration in 3D scene understanding B Bodin, L Nardi, MZ Zia, H Wagstaff, G Sreekar Shenoy, M Emani, ... Proceedings of the 2016 International Conference on Parallel Architectures …, 2016 | 63 | 2016 |
Navigating the landscape for real-time localization and mapping for robotics and virtual and augmented reality S Saeedi, B Bodin, H Wagstaff, A Nisbet, L Nardi, J Mawer, N Melot, ... Proceedings of the IEEE 106 (11), 2020-2039, 2018 | 56 | 2018 |
BO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization C Hvarfner, D Stoll, A Souza, M Lindauer, F Hutter, L Nardi arXiv preprint arXiv:2204.11051, 2022 | 54 | 2022 |
Bayesian optimization with a prior for the optimum A Souza, L Nardi, LB Oliveira, K Olukotun, M Lindauer, F Hutter Machine Learning and Knowledge Discovery in Databases. Research Track …, 2021 | 49* | 2021 |
A numbering algorithm for finite element on extruded meshes which avoids the unstructured mesh penalty GT Bercea, ATT McRae, DA Ham, L Mitchell, F Rathgeber, L Nardi, ... preprint, arxiv. org/abs/1604.05937 [cs. MS], 2016 | 45* | 2016 |
Comparative Design Space Exploration of Dense and Semi-Dense SLAM MZ Zia, L Nardi, A Jack, E Vespa, B Bodin, PHJ Kelly, AJ Davison International Conference on Robotics and Automation (ICRA), 2016 | 38 | 2016 |
Application-oriented design space exploration for SLAM algorithms S Saeedi, L Nardi, E Johns, B Bodin, PHJ Kelly, AJ Davison 2017 IEEE International Conference on Robotics and Automation (ICRA), 5716-5723, 2017 | 37 | 2017 |
YAO: a software for variational data assimilation using numerical models L Nardi, C Sorror, F Badran, S Thiria Computational Science and Its Applications–ICCSA 2009: International …, 2009 | 29 | 2009 |
Algorithmic performance-accuracy trade-off in 3d vision applications using hypermapper L Nardi, B Bodin, S Saeedi, E Vespa, AJ Davison, PHJ Kelly 2017 IEEE International Parallel and Distributed Processing Symposium …, 2017 | 28 | 2017 |
Joint entropy search for maximally-informed Bayesian optimization C Hvarfner, F Hutter, L Nardi Advances in Neural Information Processing Systems 35, 11494-11506, 2022 | 25 | 2022 |
Skill-based multi-objective reinforcement learning of industrial robot tasks with planning and knowledge integration M Mayr, F Ahmad, K Chatzilygeroudis, L Nardi, V Krueger 2022 IEEE International Conference on Robotics and Biomimetics (ROBIO), 1995 …, 2022 | 25 | 2022 |
Homunculus: Auto-generating efficient data-plane ml pipelines for datacenter networks T Swamy, A Zulfiqar, L Nardi, M Shahbaz, K Olukotun Proceedings of the 28th ACM International Conference on Architectural …, 2023 | 21 | 2023 |
Increasing the scope as you learn: Adaptive Bayesian optimization in nested subspaces L Papenmeier, L Nardi, M Poloczek Advances in Neural Information Processing Systems 35, 11586-11601, 2022 | 20 | 2022 |