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Sicheng Song

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Preprint Aug 2026

VizAnchor: Decoding Manipulation Intent from Tampering Visualizations via Dual-Anchor Reasoning

Data visualizations are widely used for communicating information, but they are also vulnerable to intentional manipulations that induce misleading interpretations. Existing methods focus on locating tampered regions or recovering hidden information, without explaining how the visualization has been manipulated or why...

Xiaotian Zhang, Huayuan Ye, Haiyang Zhang et al. · 0 citations
Jul 2026

Are LLMs Ready for Scientific Discovery? A Capability-Oriented Benchmark for AI Scientists

SDABench is introduced, a benchmark that reorganizes evaluation around six capabilities (descriptive, exploratory, inferential, inferential, predictive, causal, and mechanistic) across five domains (Biology, Chemistry, Environment, Geography, Physics).

Chuhan Shi, Xiaoquan Ren, Sicheng Song et al. · 1 citation

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