2 citations · 4 across the 13 of their papers we have counts for
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cs.CV2025
ODOV: Benchmark the Open-Domain Open-Vocabulary Object Detection
Yupeng Zhang, Ruize Han, Fangnan Zhou +2
Existing studies typically investigate domain shift and category shift as independent problems, however, in real-world scenarios, the two types of shifts often occur simultaneously…
cs.MA2025★ 1 cited
Knowing When to Critique: Task-Adaptive Metacognitive Regulation for Reliable LLM Reasoning
Xinmeng Hou, Ziting Chang, Zhouquan Lu +6
Large language models (LLMs) reason fluently but do not regulate their reasoning: they apply uniform scrutiny to every input, which leaves them vulnerable to adversarial and counte…
cs.CV2025
Casual Inference via Style Bias Deconfounding for Domain Generalization
Jiaxi Li, Di Lin, Hao Chen +3
Deep neural networks (DNNs) often struggle with out-of-distribution data, limiting their reliability in diverse realworld applications. To address this issue, domain generalization…