Jost Tobias Springenberg

University of Freiburg, Google (United States), Google (United Kingdom), Google DeepMind (United Kingdom)

Papers

27

Total Citations

1,368

H-Index

15

About

No biography available yet.

Research Focus

Computer science26 · 1,366 citations
Artificial intelligence25 · 1,363 citations
Machine learning17 · 1,221 citations
Reinforcement learning20 · 1,136 citations
Set (abstract data type)8 · 893 citations
Engineering11 · 841 citations
Robot15 · 711 citations
Human–computer interaction7 · 568 citations
Task (project management)10 · 518 citations
Feature (linguistics)4 · 382 citations
Context (archaeology)3 · 373 citations
Mathematics7 · 360 citations

Key Achievements

15
H-Index
27
Papers
1,368
Total Citations
51
Avg Citations/Paper
🏆 Most Cited Paper
Deep reinforcement learning with successor features for navigation across similar environments
283 citations · 2017
📈 Most Prolific Year: 2020 (7 Papers)
🤝 Key Collaborators: 200
🏛 Institutions: University of Freiburg, Google (United States), Google (United Kingdom), Google DeepMind (United Kingdom)

Top Papers

  1. 1
    Deep reinforcement learning with successor features for navigation across similar environments
    283 citations · 2017
  2. 2
    Learning an Embedding Space for Transferable Robot Skills
    190 citations · 2018
  3. 3
    Learning by Playing - Solving Sparse Reward Tasks from Scratch
    155 citations · 2018
  4. 4
    Learning by Playing - Solving Sparse Reward Tasks from Scratch
    152 citations · 2018
  5. 5
    Multimodal deep learning for robust RGB-D object recognition
    133 citations · 2015
  6. 6
    A Generalist Agent
    66 citations · 2022
  7. 7
    Keep Doing What Worked: Behavior Modelling Priors for Offline Reinforcement Learning
    55 citations · 2020
  8. 8
    Autonomous Learning of State Representations for Control: An Emerging Field Aims to Autonomously Learn State Representations for Reinforcement Learning Agents from Their Real-World Sensor Observations
    51 citations · 2015
  9. 9
    Keep Doing What Worked: Behavioral Modelling Priors for Offline Reinforcement Learning
    48 citations · 2020
  10. 10
    Robust Reinforcement Learning for Continuous Control with Model Misspecification
    38 citations · 2019

Key Collaborators

MRMartin Riedmiller20 shared papersNHNicolas Heess17 shared papersTLThomas Lampe15 shared papersAAAbbas Abdolmaleki14 shared papersRHRoland Hafner12 shared papersMNMichael Neunert12 shared papersNSNoah Siegel6 shared papersFNFrancesco Nori6 shared papersTHTim Hertweck5 shared papersMWMarkus Wulfmeier5 shared papersRJRae Jeong4 shared papersJKJackie Kay4 shared papersAXAlex X. Lee4 shared papersCDColine Devin4 shared papersKBKonstantinos Bousmalis4 shared papersRHRaia Hadsell3 shared papersALAntoine Laurens3 shared papersOGOliver Groth3 shared papersJZJingwei Zhang3 shared papersABArunkumar Byravan3 shared papers
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