Search Results for author: Siting Li

Found 3 papers, 0 papers with code

What Makes for Robust Multi-Modal Models in the Face of Missing Modalities?

no code implementations10 Oct 2023 Siting Li, Chenzhuang Du, Yue Zhao, Yu Huang, Hang Zhao

With the growing success of multi-modal learning, research on the robustness of multi-modal models, especially when facing situations with missing modalities, is receiving increased attention.

Data Augmentation

Training-Free Robust Multimodal Learning via Sample-Wise Jacobian Regularization

no code implementations5 Apr 2022 Zhengqi Gao, Sucheng Ren, Zihui Xue, Siting Li, Hang Zhao

Multimodal fusion emerges as an appealing technique to improve model performances on many tasks.

Difference-in-Differences: Bridging Normalization and Disentanglement in PG-GAN

no code implementations16 Oct 2020 Xiao Liu, Jiajie Zhang, Siting Li, Zuotong Wu, Yang Yu

We discover that pixel normalization causes object entanglement by in-painting the area occupied by ablated objects.

counterfactual Disentanglement +1

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