Nando de Freitas

University of British Columbia, Google DeepMind (United Kingdom), Laboratoire d'Informatique de Paris-Nord, University of Oxford, Google (United Kingdom)

Papers

26

Total Citations

1,607

H-Index

16

About

No biography available yet.

Research Focus

Computer science26 · 1,607 citations
Artificial intelligence26 · 1,607 citations
Machine learning15 · 894 citations
Robot16 · 821 citations
Reinforcement learning11 · 777 citations
Bayesian probability4 · 624 citations
Human–computer interaction12 · 593 citations
Mathematical optimization5 · 527 citations
Mathematics6 · 509 citations
Imitation6 · 491 citations
Bayesian optimization3 · 479 citations
Algorithm4 · 442 citations

Key Achievements

16
H-Index
26
Papers
1,607
Total Citations
62
Avg Citations/Paper
🏆 Most Cited Paper
Bayesian optimization in high dimensions via random embeddings
242 citations · 2013
📈 Most Prolific Year: 2017 (4 Papers)
🤝 Key Collaborators: 68
🏛 Institutions: University of British Columbia, Google DeepMind (United Kingdom), Laboratoire d'Informatique de Paris-Nord, University of Oxford, Google (United Kingdom)

Top Papers

  1. 1
    Bayesian optimization in high dimensions via random embeddings
    242 citations · 2013
  2. 2
    A Bayesian exploration-exploitation approach for optimal online sensing and planning with a visually guided mobile robot
    222 citations · 2009
  3. 3
    Reinforcement and Imitation Learning for Diverse Visuomotor Skills
    217 citations · 2018
  4. 4
    Active Policy Learning for Robot Planning and Exploration under Uncertainty
    148 citations · 2007
  5. 5
    Rao-Blackwellised Particle Filtering for Dynamic Bayesian Networks
    145 citations · 2013
  6. 6
    Reinforcement and Imitation Learning for Diverse Visuomotor Skills
    116 citations · 2018
  7. 7
    Robust imitation of diverse behaviors
    70 citations · 2017
  8. 8
    A Generalist Agent
    66 citations · 2022
  9. 9
    Robust Imitation of Diverse Behaviors
    64 citations · 2017
  10. 10
    Scaling data-driven robotics with reward sketching and batch reinforcement learning
    59 citations · 2020

Key Collaborators

SCSerkan Cabi12 shared papersSRScott Reed10 shared papersMDMisha Denil10 shared papersSGSergio Gómez Colmenarejo9 shared papersKŻKonrad Żołna8 shared papersZWZiyu Wang8 shared papersYAYusuf Aytar5 shared papersKKKsenia Konyushkova5 shared papersNHNicolas Heess5 shared papersDBDavid Budden5 shared papersANAlexander Novikov5 shared papersRMRubén Martínez-Cantín4 shared papersRDRandal Douc4 shared papersJMJosh Merel4 shared papersOSOleg Sushkov3 shared papersDBDavid Barker3 shared papersJAJosé A. Castellanos3 shared papersMVMel Vecerík3 shared papersRJRae Jeong3 shared papersTETom Erez3 shared papers
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