Unverified50% confidenceFactExact time
ROMA is a real-world object-centric multi-sensory active perception system that enables the system to actively determine what information is currently missing, purposefully acquire that information, and continuously track whether the evidence is sufficient to make a final judgment about object properties.
1
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50%
Confidence
Long-term
Relevance
10/10/2026
First Seen
Sources
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Related Claims
UnverifiedROMA is built on real multi-sensory hardware rather than remaining in a simulated environment, validating its active perception closed loop in real-world scenarios.75% similarUnverifiedState is all the information tracked by the environment, while observation is only the portion of the state that the agent can actually see at each step.64% similarUnverified多智能体架构通过关注点分离，每个智能体拥有独立的系统提示词、工具集和上下文窗口，避免单一上下文过长导致的注意力稀释和幻觉问题61% similarUnverified马里奥环境的核心吸引力在于其'部分可观测'特性，对应POMDP框架，与现实具身智能场景相似59% similarUnverifiedObject-Centric representation means the system's perception and reasoning are organized around individual objects as the basic unit, rather than performing global modeling of the entire scene.59% similar
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