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Jin-He Tang

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#artificial intelligence Preprint Sep 2026

MAVP: Map-Aware Visuomotor Policies for Mobile Manipulation

Successful mobile manipulation requires coordinated base and arm motion while maintaining accurate spatial positioning. However, demonstration-trained policies can struggle to realise the intended base motion reliably, leading to spatial misalignment and subsequent manipulation failures. We present MAVP (Map-Aware Visu...

Jin-He Tang, Rui Dai, Wei-Ming Zhi · 0 citations
Preprint Aug 2026

NestDex: Nested Policy Learning with Copilot Assisted Teleoperation for Dexterous Manipulation

Dexterous manipulation promises substantially richer robot interaction with the physical world, but learning these behaviours remains constrained by the difficulty of collecting consistent, complete-task demonstrations. Unlike parallel-jaw manipulation, dexterous tasks require the operator to coordinate arm motion with...

James Zhao, Jinhe Tang, Mingyuan Ba et al. · 1 citation
Preprint Aug 2026

AutoIntervene: Calibrated Intervention for Action-Chunking Imitation Learning Policies

Action-chunking visuomotor policies learn from demonstrations and improve temporal consistency by predicting short action sequences rather than single-step commands. Yet perception errors and execution drift can move the robot outside the demonstration distribution, while the policy continues to produce smooth action c...

Jin-He Tang, Weiming Zhi · 1 citation

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