Efficient PAC Learning for Episodic Tasks with Acyclic State Spaces

An introduction to probability theory and its applications

Journal of the Franklin Institute · 1958 · 30K citations

Natural Sciences, Mathematics, Probability Theory +11

Probabilistic robotics

Sebastian Thrun · Communications of the ACM · 2002 · 8K citations

Computing, Autonomous Systems, Computer Science +16

Learning from delayed rewards

Chris Watkins · OpenGrey (Institut de l'Information Scientifique et Technique) · 1989 · 5.5K citations

Computing, Behavioral Sciences, Machine Learning +9

Probability Inequalities for Sums of Bounded Random Variables

Wassily Hoeffding · Journal of the American Statistical Association · 1963 · 4.8K citations

Natural Sciences, Mathematics, Probability Theory +12

Reinforcement Learning

Andrew G. Barto · IFAC Proceedings Volumes · 1998 · 3K citations

Natural Sciences, Astronomy, Autonomous Systems +10