291 citations · 625 across the 17 of their papers we have counts for
4 papers · 1 filter
Mass-Editing Memory in a Transformer
Kevin Meng, Arnab Sen Sharma, Alex Andonian +2
Recent work has shown exciting promise in updating large language models with new memories, so as to replace obsolete information or add specialized knowledge. However, this line o…
Deepfake Caricatures: Amplifying attention to artifacts increases deepfake detection by humans and machines
Camilo Fosco, Emilie Josephs, Alex Andonian +1
Deepfakes can fuel online misinformation. As deepfakes get harder to recognize with the naked eye, human users become more reliant on deepfake detection models to help them decide…
Robust Cross-Modal Representation Learning with Progressive Self-Distillation
Alex Andonian, Shixing Chen, Raffay Hamid
The learning objective of vision-language approach of CLIP does not effectively account for the noisy many-to-many correspondences found in web-harvested image captioning datasets,…
Locating and Editing Factual Associations in GPT
Kevin Meng, David Bau, Alex Andonian +1
We analyze the storage and recall of factual associations in autoregressive transformer language models, finding evidence that these associations correspond to localized, directly-…