# 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. | |