Shake Bottle (Occupied)

Whether the policy can use self-generated rattling sound to distinguish occupied from empty bottles consistently across trials. The companion case showing the same active sensing behaviour under a different hidden physical state.

Why this task

The companion case showing the same active sensing behaviour under a different hidden physical state.

What it tests

Whether the policy can use self-generated rattling sound to distinguish occupied from empty bottles consistently across trials.

Context

Part of the real-robot evaluation of the HEAR framework, in which the primary metric is the sound-causal success rate: a trial counts as successful only if the robot completes the physical goal after the relevant acoustic condition has occurred. Reaching the goal early is recorded as a failure. All tasks were run on a Franka Panda with a single ambient workspace microphone and two RGB views.

Related concepts