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Minzhi Lin

2 accepted papers

2025

InfoChartQA: A Benchmark for Multimodal Question Answering on Infographic Charts

NeurIPS 2025poster

Understanding infographic charts with design-driven visual elements (e.g., pictograms, icons) requires both visual recognition and reasoning, posing challenges for multimodal large language models (MLLMs). However, existing visual question answering benchmarks fall short in evaluating these capabili…

Cited by 0SourcecodeScholar
2025

Structural-Entropy-Based Sample Selection for Efficient and Effective Learning

ICLR 2025poster

Sample selection improves the efficiency and effectiveness of machine learning models by providing informative and representative samples. Typically, samples can be modeled as a sample graph, where nodes are samples and edges represent their similarities. Most existing methods are based on local inf…

Cited by 1SourcePDFScholar