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Jingen Qu

2 accepted papers

2025

Self-adaptive Dataset Construction for Real-World Multimodal Safety Scenarios

EMNLP 2025

Multimodal large language models (MLLMs) are rapidly evolving, presenting increasingly complex safety challenges. However, current dataset construction methods, which are risk-oriented, fail to cover the growing complexity of real-world multimodal safety scenarios (RMS). And due to the lack of a uni

Cited by 0SourcePDFScholar
2024

Hyper-opinion Evidential Deep Learning for Out-of-Distribution Detection

NeurIPS 2024poster

Evidential Deep Learning (EDL), grounded in Evidence Theory and Subjective Logic (SL), provides a robust framework to estimate uncertainty for out-of-distribution (OOD) detection alongside traditional classification probabilities.However, the EDL framework is constrained by its focus on evidence tha…

Cited by 0SourcePDFScholar