adversarial attacks 1autonomous driving 1causal inference 1digital pathology 1feature decoupling 1front-door mediation 1multi-instance learning 1multimodal learning 1robustness evaluation 1vision-language models 1whole slide image classification 1
From the 2 of 2 linked papers with an AI index.
2 papers
cs.CV2026
Demonstration of the common dual-channel feature decoupling characteristic of front-door mediation causal inference methods in whole-slice image classification
Zhirui Zhang, Tianhang Nan, Yong Ding +3
The paper proposes and validates two hypotheses about front‑door causal inference multi‑instance learning, showing that it creates an independent classification channel and that la…
cs.CV2026
Technical Report on the CVPR 2026@AdvML Workshop Challenge
Tianyuan Zhang, Zonglei Jing, Jiangfan Liu +47
The paper reports on the CVPR 2026@AdvML Workshop Challenge, which evaluated adversarial attacks on multimodal vision‑language agents for autonomous driving using multi‑view visual…