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Runfeng Ling is with The University of Manchester, Manchester, U.K
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Benchmark success is misleading without a robust core controller design that withstands real-world dynamics.
KRVF transforms mobile manipulation by enabling robots to reason about their environment with depth-failure awareness while efficiently managing edge-compute resources.