# roberta-embedding-http

[roberta-base-banner](https://huggingface.co/arsarabi/roberta-base-banner) model
fine-tuned on HTTP banners (headers) using a contrastive loss function to
generate temporally stable embeddings.

## Reference

- Armin Sarabi, Tongxin Yin, and Mingyan Liu. [An LLM-based Framework for Fingerprinting Internet-connected Devices](https://doi.org/10.1145/3618257.3624845). In Internet Measurement Conference (IMC), 2023.