2 papers
cs.CR2026
Data-Free Privacy-Preserving for LLMs via Model Inversion and Selective Unlearning
Xinjie Zhou, Zhihui Yang, Lechao Cheng +2
Large language models (LLMs) exhibit powerful capabilities but risk memorizing sensitive personally identifiable information (PII) from their training data, posing significant priv…
cs.CL2025
CTkvr: KV Cache Retrieval for Long-Context LLMs via Centroid then Token Indexing
Kuan Lu, Shuhang Lin, Sai Wu +7
Large language models (LLMs) are increasingly applied in long-context scenarios such as multi-turn conversations. However, long contexts pose significant challenges for inference e…