Research
I'm interested in reinforcement learning, robotics and computational neurology.
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MyoChallenge: Die reorientation
Boshi An,
Yiran Geng,
Yifan Zhong,
Jiaming Ji,
Yuanpei Chen
Challenge Page
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Code
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Slides
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Talk
First Place in NeurIPS 2022 Challenge Track (1st in 340 submissions from 40 teams)
Reconfiguring a die to match desired goal orientations. This task require delicate coordination of
various
muscles to manipulate the die without dropping it.
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End-to-End Affordance Learning for Robotic Manipulation
Yiran Geng*,
Boshi An*,
Haoran Geng,
Yuanpei Chen,
Yaodong Yang,
Hao Dong
ArXiv
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Project Page
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Code
ICRA 2023
In this study, we take advantage of visual affordance by using the contact information generated
during
the RL training process to predict contact maps of interest.
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Learning Multi-object Positional Relations via Emergent Communication
Yicheng Feng*,
Boshi An*,
Zongqing Lu
ArXiv
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Project Page (Coming Soon)
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Code (Coming Soon)
AAAI 2024 Oral
We investigated whether a compositional language for describing 2-D positional relation can
emerge from communication under environmental pressure.
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RGBManip:
Monocular Image-based Robotic Manipulation through Active Object Pose Estimation
Boshi An*,
Yiran Geng*,
Kai Chen*,
Xiaoqi Li,
Qi Dou,
Hao Dong
ArXiv
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Project Page
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Code
ICRA 2024
We achieved state-of-the-art manipulation performance by combining reinforcement learning and
multi-view pose estimation.
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Bilateral Propagation Network for Depth Completion
Jie Tang,
Fei-Peng Tian,
Boshi An,
Jian Li,
Ping Tan
ArXiv
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Project Demo
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Code
CVPR 2024
We proposed an image-guided depth completion model which is SOTA on NYUv2 dataset and won
the first place on KITTY benchmark at the time of submission.
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Experience
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Turing Class, Peking University, China
2020.09 - 2024.07
Undergraduate Student, Summa cum laude
Research Advisor: Prof. Hao Dong
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Adaptive Motor Control Lab, EPFL, Switzerland
2023.07 - 2023.08
Research Intern
Research Advisor: Prof. Alexander Mathis
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University of Edinburgh, United Kingdom
2023.09 - 2023.12
Exchange Student
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Selected Awards and Honors
2024: Honours Degree in Science
2024: Outstanding Graduates Prize (Peking University)
2023: Distinguished Researcher Prize (Peking University)
2022: First Place in NeurIPS 2022 Challenge Track 🏅
2022: John Hopcroft Scholarship
2020: Outstanding Freshman Scholarship
2019: Chinese Olympiad in Informatics (NOI) Gold Medalist and National Training Team member 🏅
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Misc
I am a piano player interested in classical music, especially chamber music, you can find my recordings in
my Bilibili page .
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