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State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University
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Achieving a 30x speedup in inference without sacrificing action performance, Efficient-WAM redefines efficiency in embodied control models.
MLLMs stumble badly when asked to reason about safety in lab settings, dropping 32% in performance compared to general knowledge, revealing a critical gap for real-world deployment.