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Xilin Li

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Open access Aug 2026

Guixu: Valuation-Driven Data Discovery for Autonomous AI Agents with On-Chain Attestation

Autonomous agents increasingly rely on external data to complete downstream tasks such as model training and decision support. However, existing data discovery systems remain largely retrieval-oriented: they surface candidate datasets from heterogeneous sources, but provide limited support for estimating task-specific...

Yifan Wu, Yuchen Peng, Jia-Qi Chai et al. · 0 citations
#small language model Open access Aug 2026

Training-free counterfactual hallucination mitigation method for large vision-language models

This work proposes CounterfactualLVLM, a training-free and plug-and-play framework that mitigates object hallucinations via small-model-assisted counterfactual reasoning and highlights the power of counterfactual guidance as a simple yet effective paradigm for enhancing factual grounding in LVLM-based multi-modal reaso...

Xilin Li, Bo-Yue Wang, Xiao-Qian Ju et al. · 0 citations

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