Intrinsically Motivated Reinforcement Learning

@inproceedings{Singh2004IntrinsicallyMR,
  title={Intrinsically Motivated Reinforcement Learning},
  author={Satinder Singh and A. Barto and N. Chentanez},
  booktitle={NIPS},
  year={2004}
}
Psychologists call behavior intrinsically motivated when it is engaged in for its own sake rather than as a step toward solving a specific problem of clear practical value. But what we learn during intrinsically motivated behavior is essential for our development as competent autonomous entities able to efficiently solve a wide range of practical problems as they arise. In this paper we present initial results from a computational study of intrinsically motivated reinforcement learning aimed at… Expand
621 Citations
Intrinsically Motivated Learning of Hierarchical Collections of Skills
  • 390
  • PDF
Intrinsic Motivation For Reinforcement Learning Systems
  • 29
  • PDF
Intrinsically Motivated Machines
  • 32
  • PDF
Exploring Effects of Intrinsic Motivation in Reinforcement Learning Agents
  • Highly Influenced
  • PDF
An intrinsic reward mechanism for efficient exploration
  • 104
  • PDF
Intrinsically Motivated Machines
  • 1
  • PDF
...
1
2
3
4
5
...

References

SHOWING 1-10 OF 18 REFERENCES
A Neural Substrate of Prediction and Reward
  • 6,842
  • PDF
Reward, Motivation, and Reinforcement Learning
  • 694
Introduction to Reinforcement Learning
  • 5,397
Recent Advances in Hierarchical Reinforcement Learning
  • 425
Recent Advances in Hierarchical Reinforcement Learning
  • 695
  • PDF
Policy Invariance Under Reward Transformations: Theory and Application to Reward Shaping
  • 1,301
  • PDF
Reinforcement Learning: An Introduction
  • 27,844
  • PDF
...
1
2
...