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Deyi Kong

4 accepted papers

2026

LR-SGS: Robust LiDAR-Reflectance-Guided Salient Gaussian Splatting for Self-Driving Scene Reconstruction

ICRA 2026poster

Recent 3D Gaussian Splatting (3DGS) methods have demonstrated the feasibility of self-driving scenes reconstruction and novel view synthesis. However, most existing methods either rely solely on cameras or use LiDAR only for Gaussian initialization or depth supervision, while the rich scene informat…

2026

Natural Hypergradient Descent: Algorithm Design, Convergence Analysis, and Parallel Implementation

ICML 2026poster

In this work, we propose *Natural Hypergradient Descent* (NHGD), a new method for solving bilevel optimization problems. To address the computational bottleneck in hypergradient estimation—namely, the need to compute or approximate Hessian inverses—we exploit the statistical structure of the inner o…

Cited by 0SourceScholar
2026

TCS Jumper: A Bio-Inspired Jumping Robot Featuring High Energy Density via Synergistic Deformation

RA-L 2026

Maximizing the energy density of springs is a key consideration in designing spring-driven jumping robots. Inspired by the synergistic deformation mechanism of springtails, which involves the coupled action of rotational and bending deformations in their furcula, we created the TCS Jumper (Torsion s

Cited by 0SourceScholar