AquaPipe: A Quality-Aware Pipeline for Knowledge Retrieval and Large Language Models

Summary: AquaPipe pipelines disk-based ANNS with LLM prefill to overlap retrieval and inference in RAG. Recall-aware prefetching, adaptive prefill, and dynamic chunking balance latency and GPU efficiency, delivering 56–99% masking, 1.3–2.6x speedups, and ~1% recall loss. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 7010
Venue: SIGMOD
Year: 2025
Pagerank: 4.8039257e-05
Overall Rank: 7,193 | 49.97%
DOI: 10.1145/3709661

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,086	High-Throughput, Cost-Effective Billion-Scale Vector Search with a Single GPU	2026	SIGMOD	4.1945683e-05
10,111	Scalable Graph Indexing using GPUs for Approximate Nearest Neighbor Search	2026	SIGMOD	4.1945683e-05
10,130	MorphingDB: A Task-Centric AI-Native DBMS for Model Management and Inference	2026	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
212	Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph	2019	VLDB	0.00033913475
495	Milvus: A Purpose-Built Vector Data Management System	2021	SIGMOD	0.00021767688
562	Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search	2016	VLDB	0.00020091752
770	A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search	2021	VLDB	0.00016917602
1,010	HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces	2018	VLDB	0.00014652858
1,269	Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan	2016	VLDB	0.00012930432
1,364	Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination	2020	SIGMOD	0.00012370117
1,920	Fast and Unified Local Search for Random Walk Based K-Nearest-Neighbor Query in Large Graphs	2014	SIGMOD	0.00010090791
2,262	Manu: A Cloud Native Vector Database Management System	2022	VLDB	9.1624446e-05
2,725	HVS: Hierarchical Graph Structure Based on Voronoi Diagrams for Solving Approximate Nearest Neighbor Search	2022	VLDB	8.2294908e-05
5,707	FARGO: Fast Maximum Inner Product Search via Global Multi-Probing	2023	VLDB	5.3611041e-05
8,171	GTS: GPU-based Tree Index for Fast Similarity Search	2024	SIGMOD	4.5688498e-05

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Overall Rank	Paper	Year	Venue	Pagerank
8,509	The Journey to A Knowledgeable Assistant with Retrieval-Augmented Generation (RAG)	2024	SIGMOD	4.4952414e-05
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