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Runhao Li

2 accepted papers

2026

Distilling Geometry Priors for 3D-Consistent Video Generation

ICML 2026poster

While recent video diffusion models (VDMs) produce visually impressive results, they fundamentally struggle to maintain 3D structural consistency, often resulting in object deformation or spatial drift. We hypothesize that these failures arise because standard denoising objectives lack explicit ince…

Cited by 0SourceScholar
2026

MAP-VLA: Memory-Augmented Prompting for Vision-Language-Action Model in Robotic Manipulation

ICRA 2026poster

Pre-trained Vision-Language-Action (VLA) models have achieved remarkable success in improving robustness and generalization for end-to-end robotic manipulation. However, these models struggle with long-horizon tasks due to their lack of memory and reliance solely on immediate sensory inputs. To addr…