QPAD: Quantile-Preserving Approximate Dimension Reduction for Nearest Neighbors Preservation in High-Dimensional Vector Search

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Fu, Jiuzhou, Zhao, Dongfang
Format:	Preprint
Published:	2025
Subjects:	Information Retrieval Databases
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

RAE: A Neural Network Dimensionality Reduction Method for Nearest Neighbors Preservation in Vector Search
by: Zhang, Han, et al.
Published: (2025)

Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search
by: Deng, Liwei, et al.
Published: (2024)

Lossless Compression of Vector IDs for Approximate Nearest Neighbor Search
by: Severo, Daniel, et al.
Published: (2025)

Filtered Approximate Nearest Neighbor Search in Vector Databases: System Design and Performance Analysis
by: Amanbayev, Abylay, et al.
Published: (2026)

Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search
by: Gao, Jianyang, et al.
Published: (2024)

Multiple Index Merge for Approximate Nearest Neighbor Search
by: Jing, Liuchang, et al.
Published: (2026)

Exploring the Meaningfulness of Nearest Neighbor Search in High-Dimensional Space
by: Chen, Zhonghan, et al.
Published: (2024)

RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search
by: Gao, Jianyang, et al.
Published: (2024)

Attribute Filtering in Approximate Nearest Neighbor Search: An In-depth Experimental Study
by: Li, Mocheng, et al.
Published: (2025)

Generalized Range Filtering Approximate Nearest Neighbor Search: Containment and Overlap [Technical Report]
by: Liu, Yingfan, et al.
Published: (2026)

Empowering Graph-based Approximate Nearest Neighbor Search with Adaptive Awareness Capabilities
by: Ruan, Jiancheng, et al.
Published: (2025)

Benchmarking Filtered Approximate Nearest Neighbor Search Algorithms on Transformer-based Embedding Vectors
by: Iff, Patrick, et al.
Published: (2025)

CRouting: Reducing Expensive Distance Calls in Graph-Based Approximate Nearest Neighbor Search
by: Li, Zhenxin, et al.
Published: (2025)

SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search
by: Gou, Yutong, et al.
Published: (2024)

JAG: Joint Attribute Graphs for Filtered Nearest Neighbor Search
by: Xu, Haike, et al.
Published: (2026)

Scalable Disk-Based Approximate Nearest Neighbor Search with Page-Aligned Graph
by: Kang, Dingyi, et al.
Published: (2025)

Approximate Nearest Neighbor Search for Modern AI: A Projection-Augmented Graph Approach
by: Lu, Kejing, et al.
Published: (2026)

RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search
by: Chen, Meng, et al.
Published: (2024)

Theoretical and Empirical Analysis of Adaptive Entry Point Selection for Graph-based Approximate Nearest Neighbor Search
by: Oguri, Yutaro, et al.
Published: (2024)

SIVF: GPU-Resident IVF Index for Streaming Vector Search
by: Zhao, Dongfang
Published: (2026)

FusionANNS: An Efficient CPU/GPU Cooperative Processing Architecture for Billion-scale Approximate Nearest Neighbor Search
by: Tian, Bing, et al.
Published: (2024)

GPU-Native Approximate Nearest Neighbor Search with IVF-RaBitQ: Fast Index Build and Search
by: Shi, Jifan, et al.
Published: (2026)

Learning Filter-Aware Distance Metrics for Nearest Neighbor Search with Multiple Filters
by: Sutradhar, Ananya, et al.
Published: (2025)

On Efficient Approximate Aggregate Nearest Neighbor Queries over Learned Representations
by: Wang, Carrie, et al.
Published: (2025)

A Memory-Efficient Distributed Algorithm for Approximate Nearest Neighbour Search with Arbitrary Distances
by: Garcia-Morato, Elena, et al.
Published: (2024)

Privacy-Preserving Approximate Nearest Neighbor Search on High-Dimensional Data
by: Liu, Yingfan, et al.
Published: (2025)

iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search
by: Xu, Yuexuan, et al.
Published: (2024)

CleANN: Efficient Full Dynamism in Graph-based Approximate Nearest Neighbor Search
by: Zhang, Ziyu, et al.
Published: (2025)

Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment
by: Wang, Mengzhao, et al.
Published: (2024)

Distance Adaptive Beam Search for Provably Accurate Graph-Based Nearest Neighbor Search
by: Al-Jazzazi, Yousef, et al.
Published: (2025)

VectorSearch: Enhancing Document Retrieval with Semantic Embeddings and Optimized Search
by: Monir, Solmaz Seyed, et al.
Published: (2024)

CAGRA: Highly Parallel Graph Construction and Approximate Nearest Neighbor Search for GPUs
by: Ootomo, Hiroyuki, et al.
Published: (2023)

AlayaLaser: Efficient Index Layout and Search Strategy for Large-scale High-dimensional Vector Similarity Search
by: Chen, Weijian, et al.
Published: (2026)

On the Effectiveness of Graph Reordering for Accelerating Approximate Nearest Neighbor Search on GPU
by: Oguri, Yutaro, et al.
Published: (2025)

KScaNN: Scalable Approximate Nearest Neighbor Search on Kunpeng
by: Senkevich, Oleg, et al.
Published: (2025)

Learning Cluster Representatives for Approximate Nearest Neighbor Search
by: Vecchiato, Thomas
Published: (2024)

SIEVE: Effective Filtered Vector Search with Collection of Indexes
by: Li, Zhaoheng, et al.
Published: (2025)

Curator: Efficient Vector Search with Low-Selectivity Filters
by: Jin, Yicheng, et al.
Published: (2026)

Reveal Hidden Pitfalls and Navigate Next Generation of Vector Similarity Search from Task-Centric Views
by: Chen, Tingyang, et al.
Published: (2025)

PiPNN: Ultra-Scalable Graph-Based Nearest Neighbor Indexing
by: Rubel, Tobias, et al.
Published: (2026)