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Sutton: Dyna integrated learning, planning and reacting

Presented Dyna architectures that interleave trial-and-error learning, learning a world model, and planning with simulated experience, including Dyna-PI and Dyna-Q demonstrations.

What is recorded here?

Presented Dyna architectures that interleave trial-and-error learning, learning a world model, and planning with simulated experience, including Dyna-PI and Dyna-Q demonstrations.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

The record is Sutton's sole-author ICML 1990 paper. It does not absorb the 1991 SIGART article, Sutton's earlier temporal-difference result, Watkins's Q-learning, later prioritized sweeping or all model-based reinforcement learning.

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People and systems

Richard S. Sutton

The named authors contributed to this scoped work; individual effort shares and later applications are not assigned by the byline.

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Documented countries / regions: United States

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English catalogue narrative

Sutton: Dyna integrated learning, planning and reacting

Presented Dyna architectures that interleave trial-and-error learning, learning a world model, and planning with simulated experience, including Dyna-PI and Dyna-Q demonstrations.

Scientific scope

The record is Sutton's sole-author ICML 1990 paper. It does not absorb the 1991 SIGART article, Sutton's earlier temporal-difference result, Watkins's Q-learning, later prioritized sweeping or all model-based reinforcement learning.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Richard S. Sutton

The named authors contributed to this scoped work; individual effort shares and later applications are not assigned by the byline.

Original sources