LEAF

LEAF

Levenshtein Efficient Adversarial Finetuning for creating a robust CLIP text encoder.

Levenshtein Efficient Adversarial Finetuning (LEAF) for a robust CLIP text encoder resilient to character-level perturbations. Combined with FARE (robust image encoder) for dual-domain robustness. Pre-trained models on HuggingFace; provides training and evaluation procedures.

ImagesNatural LanguageRobustness
Key facts
Maturity
Support
C4DT
Inactive
Lab
Active
  • Technical

Laboratory for Information and Inference Systems

Laboratory for Information and Inference Systems
Volkan Cevher

Prof. Volkan Cevher

At LIONS, we are concerned with optimized information extraction from signals or data volumes. We therefore develop mathematical theory and computational methods for information recovery from highly incomplete data.

This page was last edited on 2026-03-03.