WEDGE turns navigation agents' own failures into targeted training worlds

mohitban47 · x · 2026-10-16

WEDGE is a policy-conditioned environment generation framework for navigation agents. The key observation: different agents fail under different environmental conditions on the same task, yet most environment generators ignore what each agent needs to practice. WEDGE analyzes an agent's failures to identify its weak spots, then generates new worlds that target those weaknesses while staying challenging-but-learnable.

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