Volodymyr Mnih
Volodymyr Mnih has 2 papers in our library, in 2015–2016; often with Charles Beattie, David Silver, Joel Z Leibo.
OpenAlex · h-index 30 · 53 works · 44,626 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 1,031 times in our library · 11 more in our library without a page yet · ⭐ Paper Stars ranking: #3293
Affiliations
🏢GoogleMountain View ·
United States2014–2021 · 14 papers🎓University of TorontoToronto ·
Canada2006–2013 · 9 papers🏢Google DeepMindLondon ·
United Kingdom2013–2021 · 8 papers
Fields, topics and concepts
📚 Shelves 3The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksHardware and Architecture · 1 work
Works by year
2010s
Papers
- Massively Parallel Methods for Deep Reinforcement Learning (2015 · 427 citations)
DQN, the deep Q-learning agent that learns Atari 2600 games from raw pixels, had only been run on a single machine. - Reinforcement Learning with Unsupervised Auxiliary Tasks (2016 · 319 citations)
Deep RL agents usually learn only from extrinsic reward, which is often sparse. That leaves most of the information in an agent's observation stream unused. Jaderberg et al. (DeepMind) propose UNREAL (UNsupervised REinforcement and Auxiliary Learning), which extends the A3C actor-critic with extra objectives that…
All works
- Playing Atari with Deep Reinforcement Learning ↗arXiv:1312.5602 · no summary yetVolodymyr Mnih et al.2013 · 5,030 citations
- Recurrent Models of Visual Attention ↗arXiv (Cornell University) · no summary yetVolodymyr Mnih et al.2014 · 2,696 citations
- Asynchronous Methods for Deep Reinforcement Learning ↗arXiv:1602.01783 · ICML 2016 · no summary yetVolodymyr Mnih et al.2016 · 1,955 citations
- Multiple Object Recognition with Visual Attention ↗arXiv (Cornell University) · no summary yetJimmy Lei Ba, Volodymyr Mnih, Koray Kavukcuoglu2014 · 698 citations
- Massively Parallel Methods for Deep Reinforcement LearningarXiv:1507.04296Arun Nair, Praveen Srinivasan, Sam Blackwell, et al.2015 · 427 citations
- Reinforcement Learning with Unsupervised Auxiliary TasksarXiv:1611.05397Max Jaderberg, Volodymyr Mnih, Wojciech Marian Czarnecki, et al.2016 · 319 citations
- Sample Efficient Actor-Critic with Experience Replay ↗arXiv (Cornell University) · no summary yetZiyu Wang et al.2016 · 220 citations
- Using Fast Weights to Attend to the Recent Past ↗arXiv (Cornell University) · no summary yetJimmy Lei Ba et al.2016 · 168 citations
- Unsupervised Learning of Object Keypoints for Perception and Control ↗arXiv (Cornell University) · no summary yetTejas D. Kulkarni et al.2019 · 109 citations
- Policy Distillation ↗arXiv (Cornell University) · no summary yetAndrei A. Rusu et al.2015 · 108 citations
- Combining policy gradient and Q-learning ↗arXiv (Cornell University) · no summary yetBrendan O’Donoghue et al.2016 · 98 citations
- Strategic Attentive Writer for Learning Macro-Actions ↗arXiv (Cornell University) · no summary yetAlexander - et al.2016 · 89 citations
- Topological map learning from outdoor image sequences ↗Journal of Field Robotics · no summary yetXuming He, Richard S. Zemel, Volodymyr Mnih2006 · 23 citations
Co-authors here
- Charles Beattie
- David Silver
- Joel Z Leibo
- Koray Kavukcuoglu
- Max Jaderberg
- Mustafa Suleyman
- Shane Legg
- Wojciech Marian Czarnecki
Venues
- Journal of Field Robotics
Cited by
Updated
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