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Updated , rescanned every two hoursTuesday, November 3, 2026

23 upvotes

One-step action model cuts inference time for autonomous driving

AgentsInferenceRobotics

What is OSWAM: An Effective World Action Model with One-Step Action Generation?

OSWAM is a world-action model that produces driving actions in a single step, bypassing the multi-step denoising loop used by earlier methods. It matches prior accuracy while needing far fewer iterations, dramatically speeding up inference.

Who it is for

Anyone building self-driving or robot control systems can lower latency and compute costs without sacrificing performance.

How to try it

Visit https://huggingface.co/papers/2610.35850 for code and demo

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