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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 22Source ↗Scholar ↗
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 0Source ↗Scholar ↗