Ziru Wang

DualSkill: Unifying Discrete Stability and Continuous Flexibility for Embodied Control

Learning to execute complex, multi-stage tasks requires skill representations that are both compositionally stable and adaptive in execution. Existing hierarchical approaches often face a fundamental trade-off: continuous skills suffer from representational drift due to unconstrained embedding boundaries, while discret...