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Yinong He

3 accepted papers

2026

Learning Dexterous Manipulation with Quantized Hand State

ICRA 2026poster

Dexterous robotic hands enable robots to perform complex manipulations that require fine-grained control and adaptability. Achieving such manipulation is challenging because the high degrees of freedom tightly couple hand and arm motions, making learning and control difficult. Successful dexterous m…

2025

Implicit Contact Diffuser: Sequential Contact Reasoning With Latent Point Cloud Diffusion

ICRA 2025

Long-horizon contact-rich manipulation has long been a challenging problem, as it requires reasoning over both discrete contact modes and continuous object motion. We introduce Implicit Contact Diffuser (ICD), a diffusion-based model that generates a sequence of neural descriptors that specify a ser

Cited by 2SourcecodeScholar
2024

Teaching Embodied Reinforcement Learning Agents: Informativeness and Diversity of Language Use

EMNLP 2024main

In real-world scenarios, it is desirable for embodied agents to have the ability to leverage human language to gain explicit or implicit knowledge for learning tasks. Despite recent progress, most previous approaches adopt simple low-level instructions as language inputs, which may not reflect natur…