Mmastodon Technology Robotics first seen 2 d ago, last 2 d ago, peak #6

TwinBridge framework uses digital twins for lab robot learning

Original: TwinBridge is a digital twin-driven framework that provides policy initialization and dense visual rewards for real-worl

Researchers have introduced TwinBridge, a digital twin-driven framework for real-world reinforcement learning in laboratory robotics. The system provides policy initialization and dense visual rewards, allowing robots to learn online in physical environments rather than only in simulation. The work, published as a preprint on arXiv in the robotics category, is drawing attention among robotics and machine learning researchers interested in bridging the sim-to-real gap.

Why now: Newly published arXiv research offers a practical approach to applying reinforcement learning directly on real robots, a long-standing challenge in robotics.

TwinBridge arXiv laboratory robotics

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Evidence

TwinBridge is a digital twin-driven framework that provides policy initialization and dense visual rewards for real-world online reinforcement learning in laboratory robotics. Source: arXiv cs.RO https:// arxiv.org/abs/2611.06442 # Robotics · sipirtu

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