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Xi-Jing Cui

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Preprint Sep 2026

Feasibility Distance Fields for Heterogeneous Constraints in Robot Configuration Space

Robot manipulators are monitored by constraint-specific indicators whose units and gradient scales are not comparable, so they do not provide a common measure of the configuration-space motion remaining before violation. We define the feasibility distance field (FDF) as the distance, under a fixed positive-definite joi...

Xi-Jing Cui, Hua-Yan Pu, Jun Luo et al. · 0 citations
#artificial intelligence Preprint Oct 2026

When Terminal-Agent Training Stalls: Demystifying Data Generation and Verification Challenge

Using a frontier model like Claude Opus as a meta-agent to generate terminal tasks and verifiers for RL training is increasingly common. Yet a runnable Docker image and executable test suite do not guarantee a faithful end-to-end pipeline for terminal agent training. We present a meta-agent pipeline motivated by this g...

Xi Qin, Isabel Kurth, Xi-Jing Cui et al. · 0 citations

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