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Preprint Sep 2026

EquiGQNet: Fast Grasp Quality Evaluation via Shared Equivariant Point Cloud Encoding

Planning six-degree-of-freedom (6-DoF) grasps for unseen objects in cluttered tabletop scenes from a single-view depth image requires accurate and efficient evaluation of diverse grasp candidates. Existing early-fusion methods capture local object geometry relative to each grasp candidate but repeatedly encode the scen...

Sungwon Seo, Jaeseog Won, Ji-You Shin et al. · 0 citations
Review Open access Aug 2026

THE IMPACT OF PARENTAL ABSENCE ON ADOLESCENT PSYCHOLOGY: CURRENT SITUATION AND SOLUTIONS

Parental absence can alter the emotional, behavioural, academic, and social environments in which adolescents develop, yet its consequences are not uniformly negative. This study examines psychological adjustment among 560 high school students living without one or both parents and identifies potential protective respo...

T. Luong, Ha Anh Thu Pham · 0 citations
Jul 2026

URF: A Unified Robot Control-Policy Framework for Stable Contact Aware Manipulation

Learning-based manipulation policies usually predict robot actions from sensory observations and leave their execution to a separate low-level controller. In rigid contact, this separation can be problematic: the same motion to a virtual target or compliant motion command can lead to unstable contact, tracking error, e...

Ji-You Shin, Youngjin Seo, Jaeseog Won et al. · 0 citations

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