most citedDumpyOS: A Data-Adaptive Multi-ary Index for Scalable Data Series Similarity Search

5 citations · 10 across the 5 of their papers we have counts for

collaborators

5 papers

cs.LG2026

A Lightweight Sparse Interaction Network for Time Series Forecasting

Xu Zhang, Qitong Wang, Peng Wang +1

Recent work shows that linear models can outperform several transformer models in long-term time-series forecasting (TSF). However, instead of explicitly performing temporal intera…

cs.DB2024★ 5 cited

DumpyOS: A Data-Adaptive Multi-ary Index for Scalable Data Series Similarity Search

Zeyu Wang, Qitong Wang, Peng Wang +2

Data series indexes are necessary for managing and analyzing the increasing amounts of data series collections that are nowadays available. These indexes support both exact and app…

cs.CV2024★ 4 cited

Enhancing Adaptive Deep Networks for Image Classification via Uncertainty-aware Decision Fusion

Xu Zhang, Zhipeng Xie, Haiyang Yu +3

Handling varying computational resources is a critical issue in modern AI applications. Adaptive deep networks, featuring the dynamic employment of multiple classifier heads among…

cs.DB2024

-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes

Zeyu Wang, Qitong Wang, Xiaoxing Cheng +3

Graph-based indexes have been widely employed to accelerate approximate similarity search of high-dimensional vectors. However, the performance of graph indexes to answer different…

cs.DB2024★ 1 cited

Dimensionality-Reduction Techniques for Approximate Nearest Neighbor Search: A Survey and Evaluation

Zeyu Wang, Haoran Xiong, Qitong Wang +4

Approximate Nearest Neighbor Search (ANNS) on high-dimensional vectors has become a fundamental and essential component in various machine learning tasks. Recently, with the rapid…