13 citations · 17 across the 10 of their papers we have counts for
3 papers · 1 filter
SAFE: Machine Unlearning With Shard Graphs
Yonatan Dukler, Benjamin Bowman, Alessandro Achille +3
We present Synergy Aware Forgetting Ensemble (SAFE), a method to adapt large models on a diverse collection of data while minimizing the expected cost to remove the influence of tr…
Learning Expressive Prompting With Residuals for Vision Transformers
Rajshekhar Das, Yonatan Dukler, Avinash Ravichandran +1
Prompt learning is an efficient approach to adapt transformers by inserting learnable set of parameters into the input and intermediate representations of a pre-trained model. In t…
Your representations are in the network: composable and parallel adaptation for large scale models
Yonatan Dukler, Alessandro Achille, Hao Yang +7
We propose InCA, a lightweight method for transfer learning that cross-attends to any activation layer of a pre-trained model. During training, InCA uses a single forward pass to e…