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Never Give Up: episodic and lifelong novelty for directed exploration

Combined episodic nearest-neighbor novelty in learned controllability features with lifelong random-network novelty and conditioned value learning across exploration/exploitation settings.

What is recorded here?

Combined episodic nearest-neighbor novelty in learned controllability features with lifelong random-network novelty and conditioned value learning across exploration/exploitation settings.

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

Scientific scope

Inherits RND, episodic novelty and universal value conditioning. Does not solve exploration in every environment or prove all uncontrollable variations ignored.

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People and systems

Adrià Puigdomènech Badia; Pablo Sprechmann; Alex Vitvitskyi; Daniel Guo; Bilal Piot; Steven Kapturowski; Olivier Tieleman; Martín Arjovsky; Alexander Pritzel; Andew Bolt; Charles Blundell

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

Never Give Up: episodic and lifelong novelty for directed exploration

Combined episodic nearest-neighbor novelty in learned controllability features with lifelong random-network novelty and conditioned value learning across exploration/exploitation settings.

Scientific scope

Inherits RND, episodic novelty and universal value conditioning. Does not solve exploration in every environment or prove all uncontrollable variations ignored.

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

Adrià Puigdomènech Badia; Pablo Sprechmann; Alex Vitvitskyi; Daniel Guo; Bilal Piot; Steven Kapturowski; Olivier Tieleman; Martín Arjovsky; Alexander Pritzel; Andew Bolt; Charles Blundell

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