2025
ObfusLM: Privacy-preserving Language Model Service against Embedding Inversion Attacks
ACL 2025long
As the rapid expansion of Machine Learning as a Service (MLaaS) for language models, concerns over the privacy of client inputs during inference or fine-tuning have correspondingly escalated. Recently, solutions have been proposed to safeguard client privacy by obfuscation techniques. However, the s…