Memory Gym: Endless Tasks to Benchmark Memory Capabilities of Agents
A team from TU Dortmund and Universiteit Leiden transformed three 2D partially observable environments into theoretically infinite challenges — and discovered that GRU, a decade-old recurrent cell, consistently and decisively beats Transformer-XL at sustaining memory over long, escalating horizons.
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