ManiUnit: A Manipulation Skill Dataset and Benchmark for Long-Horizon Tasks

ManiUnit introduces a dataset and benchmark built from 50 BEHAVIOR-1K activities to tackle challenges in long-horizon mobile manipulation. It addresses skill ambiguity by providing explicit subtask instructions for each operation, allowing for independent skill training and better policy composition that improves overall task success rates.

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