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An exploration into different episodic memory approaches for AI, evaluated through the lens of Reinforcement Learning.

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Episodic-Memory-in-RL

An exploration into different episodic memory approaches for AI, evaluated through the lens of Reinforcement Learning.

Citations

Decision Transformer - Lili Chen et al. (https://arxiv.org/abs/2106.01345) Recurrent Action Transformer with Memory - Egor Cherepanov et al. (https://arxiv.org/abs/2306.09459) External Layer Memory with Update/Rewrite - Egor Cherepanov et al. (https://arxiv.org/abs/2510.07151) TTT - Yu Sun et al. (https://arxiv.org/abs/2407.04620) Titans - Ali Behrouz et al. (https://arxiv.org/abs/2501.00663) Decision Titan - Jude Waide and Robert Lieck (https://arxiv.org/abs/2610.01513)

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An exploration into different episodic memory approaches for AI, evaluated through the lens of Reinforcement Learning.

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