Marcin Andrychowicz
Marcin Andrychowicz has 2 papers in our library, in 2015–2017; often with Alex Ray, Ilya Sutskever, Pieter Abbeel.
OpenAlex · h-index 23 · 41 works · 4,817 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 348 times in our library · 7 more in our library without a page yet · ⭐ Paper Stars ranking: #4525
Affiliations
🏢GoogleMountain View ·
United States2015–2023 · 10 papers🎓University of WarsawWarsaw ·
Poland2012–2016 · 15 papers🏢OpenAISan Francisco ·
United States2017–2018 · 3 papers
Fields, topics and concepts
📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksControl and Systems Engineering · 1 workEngineering · 1 workBiochemistry, Genetics and Molecular Biology · 1 workComputational Theory and Mathematics · 1 workMolecular Biology · 1 work
Works by year
2010s
Papers
- Hindsight Experience Replay (2017 · 421 citations)
Reinforcement learning (RL) struggles with tasks in which the reward is sparse and binary. The agent almost never observes success, so developers have to hand-craft complex reward functions. The authors from OpenAI propose Hindsight Experience Replay (HER). This technique makes it possible to learn from failed… - Neural Random-Access Machines (2015 · 50 citations)
Kurach, Andrychowicz and Sutskever (Google) ask whether a neural network can learn pointer-based algorithms, which store addresses, follow them and edit memory, using only input-output pairs and backpropagation.
All works
- Overcoming Exploration in Reinforcement Learning with Demonstrations ↗Proceedings - IEEE International Conference on Robotics and Automation/Proceedings · no summary yetAshvin Nair et al.2018 · 708 citations
- Solving Rubik's Cube with a Robot Hand ↗arXiv:1910.07113 · no summary yetOpenAI et al.2019 · 647 citations
- Hindsight Experience ReplayarXiv:1707.01495Marcin Andrychowicz, Filip Wolski, Alex Ray, et al.2017 · 421 citations
- Asymmetric Actor Critic for Image-Based Robot Learning ↗arXiv:1710.06542 · no summary yetLerrel Pinto et al.2018 · 370 citations
- Parameter Space Noise for Exploration ↗arXiv (Cornell University) · no summary yetMatthias Plappert et al.2017 · 370 citations
- One-Shot Imitation Learning ↗neural information processing systems · no summary yetYan Duan et al.2017 · 235 citations
- Multi-Goal Reinforcement Learning: Challenging Robotics Environments and Request for Research ↗arXiv (Cornell University) · no summary yetMatthias Plappert et al.2018 · 192 citations
- Domain Randomization and Generative Models for Robotic Grasping ↗IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) · no summary yetJoshua Tobin et al.2018 · 160 citations
- Neural Random-Access MachinesarXiv:1511.06392Karol Kurach, Marcin Andrychowicz, Ilya Sutskever2015 · 50 citations
Co-authors here
Venues
- IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
- Proceedings - IEEE International Conference on Robotics and Automation/Proceedings
- neural information processing systems
Cited by
Updated
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