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Jianhua He

3 accepted papers

2026

Beyond the Mean: Gaussian Distributional Successor Features for Zero-Shot Non-Linear Reward Adaptation

IJCAI 2026

Zero-shot transfer for offline reinforcement learning involves generalizing to a wide range of tasks that are often risk-sensitive, without new interaction. We show here that although Successor Features (SFs) provide a principled framework for transfer through abstracting dynamics from rewards, thei

Cited by 0Scholar
2026

MOGS: Monocular Object-Guided Gaussian Splatting in Large Scenes

ICRA 2026poster

Recent advances in 3D Gaussian Splatting (3DGS) deliver striking photorealism, and extending it to large scenes opens new opportunities for semantic reasoning and prediction in applications such as autonomous driving. Today's state-of-the-art systems for large scenes primarily originate from LiDAR-b…

2025

VISC: mmWave Radar Scene Flow Estimation using Pervasive Visual-Inertial Supervision

IROS 2025

This work proposes a mmWave radar’s scene flow estimation framework supervised by data from a widespread visual-inertial (VI) sensor suite, allowing crowdsourced training data from smart vehicles. Current scene flow estimation methods for mmWave radar are typically supervised by dense point clouds f

Cited by 0SourceScholar