Correlation Information Bottleneck: Towards Adapting Pretrained Multimodal Models for Robust Visual Question Answering

Author:

Jiang JingjingORCID,Liu Ziyi,Zheng Nanning

Funder

National Natural Science Foundation of China

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Computer Vision and Pattern Recognition,Software

Reference100 articles.

1. Agarwal, V., Shetty, R., & Fritz, M. (2020). Towards causal vqa: Revealing and reducing spurious correlations by invariant and covariant semantic editing. In IEEE conference on computer vision and pattern recognition (pp. 9690–9698).

2. Agrawal, A., Kajić, I., Bugliarello, E., Davoodi, E., Gergely, A., Blunsom, P., & Nematzadeh, A. (2022). Rethinking evaluation practices in visual question answering: A case study on out-of-distribution generalization. arXiv preprint arXiv:2205.12191.

3. Ahuja, K., Caballero, E., Zhang, D., Bengio, Y., Mitliagkas, I., & Rish, I. (2021). Invariance principle meets information bottleneck for out-of-distribution generalization. In Neural information processing systems (pp. 3438–3450).

4. Alayrac, J. B., Donahue, J., Luc, P., Miech, A., Barr, I., Hasson, Y., Lenc, K., Mensch, A., Millican, K., & Reynolds, M., et al. (2022). Flamingo: A visual language model for few-shot learning. In Neural information processing systems (pp. 23716–23736).

5. Anderson, P., He, X., Buehler, C., Teney, D., Johnson, M., Gould, S., & Zhang, L. (2018). Bottom-up and top-down attention for image captioning and visual question answering. In IEEE conference on computer vision and pattern recognition (pp. 6077–6086).

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