← Search

Ellina Zhang

2 accepted papers

2026

3D-DLP: Self-supervised 3D Object-centric Scene Representation Learning

ICML 2026poster

We introduce 3D-DLP, a self-supervised object-centric representation learning model that decomposes scene-level RGB-D or voxel observations into a set of 3D latent particles. Building on the Deep Latent Particles (DLP) framework, each particle encodes disentangled attributes, including 3D keypoint p…

Cited by 0SourceScholar
2025

Gaussian Splatting Visual MPC for Granular Media Manipulation

ICRA 2025

Recent advancements in learned 3D representations have enabled significant progress in solving complex robotic manipulation tasks, particularly for rigid-body objects. However, manipulating granular materials such as beans, nuts, and rice remains challenging due to the intricate physics of particle

Cited by 0SourceScholar