arXiv cs.LGPaper
Towards One-for-All Robustness Across a Continuum of Threat Levels
The problem is real: current robust models overfit to specific epsilon values. TCN's approach of a shared backbone plus threat-conditional adaptor is elegant but this remains an adversarial robustness paper, not a production safety paper. Relevant if you're defending against adversarial perturbations; less relevant if your concern is model behavior under distribution shift.