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Mingyu Cao

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#machine learning Preprint Oct 2026

DataSense-Bench: The First Step Toward an AI Scientist

As claims about recursive self-improvement (RSI) and artificial general intelligence (AGI) proliferate, we ask a simple question: do frontier AI models have a sense of data, i.e., can they reliably select the right data for training? We introduce DataSense-Bench to study this capability through the fundamental problem...

Yudi Zhang, Ming-Yu Cao, Lu Yin et al. · 0 citations
Preprint Aug 2026

Not All Visual Tokens Are Equally Safe to Remove:Consequence-Sensitive Visual Token Compression

Visual token compression for vision--language models (VLMs) has largely relied on criteria such as attention, redundancy, and uncertainty to maximize average accuracy under a fixed compute budget, implicitly assuming that all errors carry equal cost. However, the consequence of an incorrect prediction on downstream tas...

Jing Wen, Liang He, Mingyu Cao et al. · 0 citations

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