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20242026
most citedCRoFT: Robust Fine-Tuning with Concurrent Optimization for OOD Generalization and Open-Set OOD Detection

3 citations · 3 across the 6 of their papers we have counts for

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cs.CV2026

Logit-Attention Divergence: Mitigating Position Bias in Multi-Image Retrieval via Attention-Guided Calibration

Mingtao Xian, Yifeng Yang, Qinying Gu +2

Multimodal Large Language Models (MLLMs) have shown strong performance in multi-image cross-modal retrieval, yet suffer from severe position bias, where predictions are dominated b…

cs.CV2026

TINS: Test-time ID-prototype-separated Negative Semantics Learning for OOD Detection

Yifeng Yang, Jubo Feng, Jing Xu +3

Vision-language models enable OOD detection by comparing image alignment with ID labels and negative semantics. Existing negative-label-based methods mainly rely on static negative…