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Sha Zhang

5 accepted papers

2026

LabBuilder: Protocol-Grounded 3D Layout Generation for Interactable and Safe Laboratory

ICML 2026poster

Automated laboratories hold the promise of accelerating scientific discovery, yet their deployment is bottlenecked by the difficulty of designing safe and executable environments. While simulator-based design offers scalability, existing 3D scene generation methods are primarily tailored for househo…

Cited by 0SourceScholar
2025

LabUtopia: High-Fidelity Simulation and Hierarchical Benchmark for Scientific Embodied Agents

NeurIPS 2025poster

Scientific embodied agents play a crucial role in modern laboratories by automating complex experimental workflows. Compared to typical household environments, laboratory settings impose significantly higher demands on perception of physical-chemical transformations and long-horizon planning, making…

Cited by 0SourcecodeScholar
2025

Perception Helps Planning: Facilitating Multi-Stage Lane-Level Integration via Double-Edge Structures

RA-L 2025

When planning for autonomous driving, it is crucial to consider essential traffic elements such as lanes, intersections, traffic regulations, and dynamic agents. However, they are often overlooked by the traditional end-to-end planning methods, likely leading to inefficiencies and non-compliance wit

Cited by 1SourceScholar
2024

Agent3D-Zero: An Agent for Zero-shot 3D Understanding

ECCV 2024poster

"The ability to understand and reason the 3D real world is a crucial milestone towards artificial general intelligence. The current common practice is to finetune Large Language Models (LLMs) with 3D data and texts to enable 3D understanding. Despite their effectiveness, these approaches are inheren…

Cited by 16SourcePDFScholar
2024

UniPAD: A Universal Pre-training Paradigm for Autonomous Driving

CVPR 2024poster

In the context of autonomous driving the significance of effective feature learning is widely acknowledged. While conventional 3D self-supervised pre-training methods have shown widespread success most methods follow the ideas originally designed for 2D images. In this paper we present UniPAD a nove…