Proposes an agent-native prefill CDN where precomputed KV caches are hosted and sold to agents, delivering 9-50x compute savings with exact token and logit matching on Qwen3-4B.
arXiv preprint arXiv:2502.15734 , year=
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ALDEN boosts private data extraction rates from RAG systems by combining active learning for query diversification with dynamic estimation of the underlying knowledge-base topic distribution.
The paper surveys human memory categories, maps them to LLM memory, and proposes a new three-dimension (object, form, time) categorization into eight quadrants to organize existing work and highlight open problems.
citing papers explorer
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Can I Buy Your KV Cache?
Proposes an agent-native prefill CDN where precomputed KV caches are hosted and sold to agents, delivering 9-50x compute savings with exact token and logit matching on Qwen3-4B.
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ALDEN: Boosting Private Data Extraction from Retrieval-Augmented Generation Systems via Active Learning and Distribution Estimation
ALDEN boosts private data extraction rates from RAG systems by combining active learning for query diversification with dynamic estimation of the underlying knowledge-base topic distribution.
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From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs
The paper surveys human memory categories, maps them to LLM memory, and proposes a new three-dimension (object, form, time) categorization into eight quadrants to organize existing work and highlight open problems.