8 citations · 17 across the 13 of their papers we have counts for
3 papers · 1 filter
Perturbed examples reveal invariances shared by language models
Ruchit Rawal, Mariya Toneva
The rapid growth in natural language processing (NLP) research has led to numerous new models, outpacing our understanding of how they compare to established ones. One major reason…
DAD++: Improved Data-free Test Time Adversarial Defense
Gaurav Kumar Nayak, Inder Khatri, Shubham Randive +2
With the increasing deployment of deep neural networks in safety-critical applications such as self-driving cars, medical imaging, anomaly detection, etc., adversarial robustness h…
What Happens During Finetuning of Vision Transformers: An Invariance Based Investigation
Gabriele Merlin, Vedant Nanda, Ruchit Rawal +1
The pretrain-finetune paradigm usually improves downstream performance over training a model from scratch on the same task, becoming commonplace across many areas of machine learni…