Michael L. Littman

Brown University, John Brown University, Rutgers, The State University of New Jersey, Laboratoire d'Informatique de Paris-Nord, Rutgers Sexual and Reproductive Health and Rights

Papers

17

Total Citations

1,203

H-Index

12

About

No biography available yet.

Research Focus

Computer science16 · 1,112 citations
Artificial intelligence14 · 1,043 citations
Machine learning8 · 941 citations
Mathematics7 · 892 citations
Markov process5 · 754 citations
Markov decision process5 · 754 citations
Markov chain3 · 730 citations
Partially observable Markov decision process2 · 711 citations
Markov model2 · 711 citations
Mathematical optimization2 · 684 citations
Simple (philosophy)3 · 681 citations
Observable1 · 662 citations

Key Achievements

12
H-Index
17
Papers
1,203
Total Citations
71
Avg Citations/Paper
🏆 Most Cited Paper
Learning policies for partially observable environments: Scaling up
662 citations · 1995
📈 Most Prolific Year: 2017 (3 Papers)
🤝 Key Collaborators: 38
🏛 Institutions: Brown University, John Brown University, Rutgers, The State University of New Jersey, Laboratoire d'Informatique de Paris-Nord, Rutgers Sexual and Reproductive Health and Rights

Top Papers

  1. 1
    Learning policies for partially observable environments: Scaling up
    662 citations · 1995
  2. 2
    Interactive Learning from Policy-Dependent Human Feedback
    108 citations · 2017
  3. 3
    Social is special: A normative framework for teaching with and learning from evaluative feedback
    91 citations · 2017
  4. 4
    Grounding English Commands to Reward Functions
    65 citations · 2015
  5. 5
    Efficient reinforcement learning with relocatable action models
    64 citations · 2007
  6. 6
    Planning with Abstract Markov Decision Processes
    49 citations · 2017
  7. 7
    A Need for Speed: Adapting Agent Action Speed to Improve Task Learning from Non-Expert Humans
    33 citations · 2016
  8. 8
    Dimension reduction and its application to model-based exploration in continuous spaces
    30 citations · 2010
  9. 9
    Learning something from nothing: Leveraging implicit human feedback strategies
    25 citations · 2014
  10. 10
    CORL: A Continuous-state Offset-dynamics Reinforcement Learner
    22 citations · 2012

Key Collaborators

JMJames MacGlashan8 shared papersDLDavid L. Roberts5 shared papersMEMatthew E. Taylor4 shared papersBRBethany R. Leffler4 shared papersBPBei Peng4 shared papersMKMark K. Ho4 shared papersRLRobert Loftin4 shared papersMDMarie desJardins2 shared papersFCFiery Cushman2 shared papersGWGuan Wang2 shared papersEBEmma Brunskill2 shared papersSTStefanie Tellex2 shared papersSSShawn Squire2 shared papersGKGeorge Konidaris1 shared papersLLLawson L. S. Wong1 shared papersCLCharles L. Isbell1 shared papersALAlexander L. Strehl1 shared papersNRNicholas Roy1 shared papersTJThomas J. Walsh1 shared papersLPLeslie Pack Kaelbling1 shared papers
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