DP-MemView: A Memory Interface for Attribute-Level Transcript Privacy in Long-Term LLM Agents

arXiv:2608.03130 · cs.CR, cs.CL, cs.LG · Submitted 2026-08-04 · Read on arXiv

Jong Wook Kim, Byoungjae Min, Kennedy Edemacu, Yoonhyuk Choi, Sae-Hong Cho, Beakcheol Jang

cs.CR, cs.CL, cs.LG

Submitted: 2026-08-04

Comments: 18 pages, 2 figures, 9 tables

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Personalization — 26× in this paper · explained in 2 episodes
• Scaffold — 15× in this paper · explained in 2 episodes
• AUC — 13× in this paper · explained in 2 episodes
• Differential Privacy — 6× in this paper · explained in 5 episodes
• Ablation — 5× in this paper · explained in 1 episode
• Benchmark — 4× in this paper · explained in 2 episodes
• Differentially Private — 4× in this paper · explained in 3 episodes
• Composition — 3× in this paper · explained in 2 episodes
• Adam — 2× in this paper · explained in 3 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• Failure Modes — 2× in this paper · explained in 3 episodes
• RAG — 2× in this paper · explained in 3 episodes
• Actionability — 1× in this paper · explained in 3 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Differential Privacy (DP) — 1× in this paper · explained in 12 episodes
• Evaluation Protocol — 1× in this paper · explained in 2 episodes
• Generator — 1× in this paper · explained in 2 episodes
• Information Leakage — 1× in this paper · explained in 2 episodes
• Membership Inference — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 6 episodes
• Score Function — 1× in this paper · explained in 4 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Transformers — 1× in this paper · explained in 2 episodes

Sources

• MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents
• Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
• Privacy-Preserving Retrieval-Augmented Generation with Differential Privacy
• ADAM: A Systematic Data Extraction Attack on Agent Memory via Adaptive Querying
• MemGPT: Towards LLMs as Operating Systems
• Differentially Private Retrieval-Augmented Generation
• A-MEM: Agentic Memory for LLM Agents

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