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Sicong Pan

2 papers indexed

arxivcs.RO2026-07-10

Implicit-Behavior Coordination from Unlabeled Sub-Task Demonstrations for Rearrangement Tasks

Ahmed Shokry, Usama Ahmed Siddiquie, Sicong Pan, Maren Bennewitz

Long-horizon robotic rearrangement tasks are often treated as skill sequencing problems, requiring predefined skills, skill labels, or boundaries, and task-specific switching logic. Although effective, such explicit skill abstractions can become difficult to scale as the number o…

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arxivcs.CVcs.RO2026-07-01

Privacy-Preserving Depth-Only Open-Vocabulary 3D Semantic Segmentation Via Uncertainty-Guided Test-Time Optimization

Xuying Huang, Sicong Pan, Maren Bennewitz

Privacy-preserving perception is a critical requirement for deploying 3D scene understanding systems in real-world indoor environments, yet it remains underexplored in open-vocabulary 3D semantic segmentation. Existing methods typically rely on obtaining rich semantic cues from R…

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