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Juan Duque

2 accepted papers

2026

Evolution Strategies at the Hyperscale

ICML 2026poster

Evolution Strategies (ES) is a class of powerful black-box optimisation methods that are highly parallelisable and can handle non-differentiable and noisy objectives. However, naïve ES becomes prohibitively expensive at scale on GPUs due to the low arithmetic intensity of batched matrix multiplicati…

Cited by 0SourceScholar
2026

Recurrent Structural Policy Gradient for Partially Observable Mean Field Games

ICML 2026spotlight

Mean Field Games (MFGs) provide a principled framework for modeling interactions in large populations models: at scale, population dynamics become deterministic, with uncertainty entering only through aggregate shocks, or *common noise*. However, algorithmic progress has been limited since model-fre…

Cited by 0SourceScholar