Doina Precup

McGill University, Google DeepMind (United Kingdom), University of Massachusetts Amherst

Papers

13

Total Citations

1,057

H-Index

10

About

No biography available yet.

Research Focus

Computer science13 · 1,057 citations
Artificial intelligence13 · 1,057 citations
Reinforcement learning6 · 869 citations
Machine learning10 · 844 citations
Temporal difference learning3 · 624 citations
Function (biology)3 · 512 citations
Markov decision process5 · 406 citations
Markov process5 · 406 citations
Robot4 · 364 citations
Context (archaeology)2 · 347 citations
Robotics2 · 339 citations
Architecture1 · 305 citations

Key Achievements

10
H-Index
13
Papers
1,057
Total Citations
81
Avg Citations/Paper
🏆 Most Cited Paper
Horde: a scalable real-time architecture for learning knowledge from unsupervised sensorimotor interaction
305 citations · 2011
📈 Most Prolific Year: 2019 (3 Papers)
🤝 Key Collaborators: 37
🏛 Institutions: McGill University, Google DeepMind (United Kingdom), University of Massachusetts Amherst

Top Papers

  1. 1
    Horde: a scalable real-time architecture for learning knowledge from unsupervised sensorimotor interaction
    305 citations · 2011
  2. 2
    Temporal abstraction in reinforcement learning
    247 citations · 2000
  3. 3
    Towards Continual Reinforcement Learning: A Review and Perspectives
    179 citations · 2022
  4. 4
    Bisimulation Metrics for Continuous Markov Decision Processes
    100 citations · 2011
  5. 5
    Learning from Limited Demonstrations
    72 citations · 2013
  6. 6
    The Option Keyboard: Combining Skills in Reinforcement Learning
    38 citations · 2019
  7. 7
    Improved Switching among Temporally Abstract Actions
    34 citations · 1998
  8. 8
    Towards Continual Reinforcement Learning: A Review and Perspectives
    28 citations · 2020
  9. 9
    A formal framework for robot learning and control under model uncertainty
    22 citations · 2007
  10. 10
    18 citations

Key Collaborators

RSRichard S. Sutton3 shared papersMRMatthew Riemer2 shared papersDMDavid Meger2 shared papersHVHerke van Hoof2 shared papersSTSanjay Thakur2 shared papersJCJuan Camilo Gamboa Higuera2 shared papersKKKhimya Khetarpal2 shared papersIRIrina Rish2 shared papersJPJoëlle Pineau2 shared papersDBDiana Borsa1 shared papersPHPhilippe Hamel1 shared papersAMAmir massoud Farahmand1 shared papersAGArthur Guez1 shared papersSSSatinder Singh1 shared papersPMPatrick M. Pilarski1 shared papersABAndré Barreto1 shared papersTDThomas Degris1 shared papersBKBeomjoon Kim1 shared papersJMJoseph Modayil1 shared papersBRBalaraman Ravindran1 shared papers
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