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Haotian Zheng

3 accepted papers

2025

AUV-WTN: AUV Water Tunnel Navigation Framework with Acoustic Perturbations and Narrow Space Constraints

IROS 2025

In water tunnels, autonomous navigation of autonomous underwater vehicles (AUVs) is challenging under accumulated localization errors and severe acoustic perturbations constraints. An AUV water tunnel navigation (AUV-WTN) framework is proposed to address these challenges. AUV-WTN integrates a forwar

Cited by 0SourceScholar
2024

Synthesize Efficient Safety Certificates for Learning-Based Safe Control using Magnitude Regularization

ICRA 2024poster

Safety certificates based on energy functions can provide demonstrable safety for complex robotic systems. However, all recent studies on learning-based energy function synthesis only consider the feasibility of the control policy, which might cause over-conservativeness and even fail to achieve the…

Cited by 2SourceScholar
2023

Out-of-distribution Detection Learning with Unreliable Out-of-distribution Sources

NeurIPS 2023poster

Out-of-distribution (OOD) detection discerns OOD data where the predictor cannot make valid predictions as in-distribution (ID) data, thereby increasing the reliability of open-world classification. However, it is typically hard to collect real out-of-distribution (OOD) data for training a predictor…