Robust Accuracy and Latency Trade-offs in ViT and MLP-Mixer Under Adaptive Attacks

This report synthesises findings from 13 peer-reviewed papers addressing the following research question: How do inference latency and robust accuracy trade-offs differ between ViT and MLP-Mixer architectures under adaptive white-box attacks. 10 claims were extracted from source literature; 9 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.5/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research goal: How do inference latency and robust accuracy trade-offs differ between ViT and MLP-Mixer architectures under adaptive white-box attacks?

Autonomous literature synthesis. Automated review score: 8.5/10. Full text and citation available at Assignee Research.