Event
HKU and Yisheng Technology Release DexHoldem Real-Robot Benchmark
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The University of Hong Kong and Yisheng Technology team released the DexHoldem benchmark, bringing Texas Hold'em onto real robots, using a UR10e robotic arm and a Shadow dexterous hand at the same real card table to simultaneously evaluate dexterous manipulation, table-state perception, and closed-loop operation. The research has been accepted to the NeurIPS 2026 Workshop. The experimental platform consists of a UR10e robotic arm and a Shadow dexterous hand, with 105 demonstrations collected per task, of which 100 are used for training and 5 for validation. The system experiments fixedly use GPT 5.5 as the perceiver and main agent, and π₀ as the low-level policy; some tasks provide annotated historical states as context, while another 12 tasks provide no history.
Report timeline
- HKU and Yisheng Technology propose DexHoldem: evaluating dexterous manipulation agents with Texas Hold'em
DexHoldem, a project involving the University of Hong Kong and Yisheng Technology, brings Texas Hold'em to real hardware, using a UR10e robotic arm and a Shadow dexterous hand to simultaneously evaluate dexterous manipulation, table-state perception, and closed-loop operation. It has been accepted to the NeurIPS 2026 Workshop.
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