2026
SNS-Grasp: Semantic-guided Noise Scaling for Grasp Generation
AAAI 2026technical
While diffusion models show promise for intent-based grasp generation, their isotropic noise schedules struggle with joint-specific sensitivity and task-aware variability. This limitation leads to grasps with suboptimal semantic alignment or physical feasibility. To address this challenge, we propos