Can We Predict Performance of Large Models across Vision-Language Tasks?

Qinyu Zhao; Ming Xu; Kartik Gupta; Akshay Asthana; Liang Zheng; Stephen Gould

2025 ICML ICML 2025

Can We Predict Performance of Large Models across Vision-Language Tasks?

Abstract

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Authors

Qinyu Zhao, Ming Xu, Kartik Gupta, Akshay Asthana, Liang Zheng, Stephen Gould

Topics

Artificial Intelligence > Core AI > Multimodal Learning Machine Learning > Optimization & Theory > Bayesian Inference Deep Learning > Learning Types > Multimodal Learning

Keywords

markov chain monte carlo probabilistic matrix factorization uncertainty estimation large vision-language model performance prediction sparse data

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