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Author

Li-Jian Li

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Oct 2026

Dual Uncertainty-Aware Guidance for Test-Time Visual Retrieval Under Distributional Variations.

Visual retrieval systems remain highly vulnerable to test-time distribution shifts caused by corruption, degradation, and environmental changes. Unlike classification, retrieval-time adaptation must preserve ranking consistency in a similarity space, where the dominant failure mode is not only inaccurate prediction con...

Yuan-Peng He, Li-Jian Li, Lin-Yu Li et al. · 0 citations
Preprint Aug 2026

An Interactive Agent for Requirement-Driven Candidate Sourcing

This work argues that finding people from a natural-language description is fundamentally a requirements engineering task: such a request is an under-determined requirement with implicit constraints, many valid answers, and no acceptance criterion, so useful answers require eliciting, validating, and verifying the requ...

Yuan-Peng He, Fang-Chen Li, Xiang-Yu Ru et al. · 0 citations

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