Model-based Reinforcement Learning for Atari L Kaiser*, M Babaeizadeh*, P Milos*, B Osinski*, RH Campbell, ... ICRL 2020, 2019 | 1008 | 2019 |
Lm-nav: Robotic navigation with large pre-trained models of language, vision, and action D Shah*, B Osiński*, B Ichter, S Levine Conference on Robot Learning, 492-504, 2023 | 355 | 2023 |
Simulation-based reinforcement learning for real-world autonomous driving B Osiński, A Jakubowski, P Zięcina, P Miłoś, C Galias, S Homoceanu, ... 2020 IEEE international conference on robotics and automation (ICRA), 6411-6418, 2020 | 159 | 2020 |
Urban driver: Learning to drive from real-world demonstrations using policy gradients O Scheel, L Bergamini, M Wolczyk, B Osiński, P Ondruska Conference on Robot Learning, 718-728, 2022 | 95 | 2022 |
Learning to run challenge solutions: Adapting reinforcement learning methods for neuromusculoskeletal environments Ł Kidziński, SP Mohanty, CF Ong, Z Huang, S Zhou, A Pechenko, ... The NIPS'17 Competition: Building Intelligent Systems, 121-153, 2018 | 95 | 2018 |
Simnet: Learning reactive self-driving simulations from real-world observations L Bergamini, Y Ye, O Scheel, L Chen, C Hu, L Del Pero, B Osiński, ... 2021 IEEE International Conference on Robotics and Automation (ICRA), 5119-5125, 2021 | 91 | 2021 |
Safetynet: Safe planning for real-world self-driving vehicles using machine-learned policies M Vitelli, Y Chang, Y Ye, A Ferreira, M Wołczyk, B Osiński, M Niendorf, ... 2022 International Conference on Robotics and Automation (ICRA), 897-904, 2022 | 63 | 2022 |
Navigation with large language models: Semantic guesswork as a heuristic for planning D Shah, MR Equi, B Osiński, F Xia, B Ichter, S Levine Conference on Robot Learning, 2683-2699, 2023 | 62 | 2023 |
What is reinforcement learning? The complete guide B Osiński, K Budek https://deepsense.ai/what-is-reinforcement-learning-the-complete-guide/, 2018 | 48 | 2018 |
CARLA Real Traffic Scenarios--novel training ground and benchmark for autonomous driving B Osiński, P Miłoś, A Jakubowski, P Zięcina, M Martyniak, C Galias, ... arXiv preprint arXiv:2012.11329, 2020 | 28 | 2020 |
What data do we need for training an av motion planner? L Chen, L Platinsky, S Speichert, B Osiński, O Scheel, Y Ye, H Grimmett, ... 2021 IEEE International Conference on Robotics and Automation (ICRA), 1066-1072, 2021 | 11 | 2021 |
Off-Policy Correction For Multi-Agent Reinforcement Learning M Zawalski, B Osiński, H Michalewski, P Miłoś arXiv preprint arXiv:2111.11229, 2021 | 2 | 2021 |
PerturBench: Benchmarking Machine Learning Models for Cellular Perturbation Analysis Y Wu, E Wershof, SM Schmon, M Nassar, B Osiński, R Eksi, K Zhang, ... arXiv preprint arXiv:2408.10609, 2024 | 1 | 2024 |
Efficient Methods for Machine Learning in Sequential Decision Making BB Osiński | | 2023 |