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Hansen Lillemark

2 accepted papers

2026

Flow Equivariant World Models: Structured Memory for Dynamic Environments

ICML 2026poster

The natural world is richly structured over space and time. Much of this structure arises from the interplay between spatial geometry and motion. However, most existing world models ignore this structure, leading to an inability to generalize in dynamic environments. In this work, we show that enfor…

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