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Prioritized experience replay: error-weighted sampling with correction

Prioritized replayed transitions using temporal-difference error, with proportional/rank-based sampling and annealed importance-sampling correction to focus updates on informative experience.

What is recorded here?

Prioritized replayed transitions using temporal-difference error, with proportional/rank-based sampling and annealed importance-sampling correction to focus updates on informative experience.

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

Scientific scope

Inherits experience replay and prioritized sweeping. TD error is a heuristic for learning value, not guaranteed true learning progress. Importance weighting corrects specified sampling effects under its assumptions, not every off-policy or function-approximation bias.

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People and systems

Tom Schaul; John Quan; Ioannis Antonoglou; David Silver

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

Prioritized experience replay: error-weighted sampling with correction

Prioritized replayed transitions using temporal-difference error, with proportional/rank-based sampling and annealed importance-sampling correction to focus updates on informative experience.

Scientific scope

Inherits experience replay and prioritized sweeping. TD error is a heuristic for learning value, not guaranteed true learning progress. Importance weighting corrects specified sampling effects under its assumptions, not every off-policy or function-approximation bias.

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

Tom Schaul; John Quan; Ioannis Antonoglou; David Silver

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources