cs.DB · 2026-05-27 · No. 10
Databases, 2026-05-27.
2 new papers in cs.DB. Titles, authors,
abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →
01 — The papers
2 entries-
01
Knowledge Graphs as the Missing Data Layer for LLM-Based Industrial Asset Operations
Madhulatha Mandarapu, Sandeep Kunkunuru
cs.DB · cs.AI · cs.LG
LLM-based agents for industrial asset operations show limited accuracy when reasoning over flat document stores. AssetOpsBench (KDD 2026) establishes that GPT-4 agents achieve 65% on 139 industrial maintenance scenarios backed by CouchDB, YAML, and CSV. It compares LLM orchestration paradigms (Agent-As-Tool vs Plan-Execute) on a fixed data layer; we ask a complementary, orthogonal question: how much does the data model behind the tools affect...
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02
RT-RkNN: Reverse k Nearest Neighbor Queries as a Graphics Ray Casting Problem
Zhengyang Bai, Peng Chen, Mohamed Wahib
cs.DB · cs.DC
Reverse k nearest neighbor (RkNN) queries are fundamental in spatial databases, location-based analytics, and recommendation systems. Existing state-of-the-art techniques rely on spatial pruning supported by R-trees and their variants. However, their pruning effectiveness degrades significantly in challenging scenarios where the number of facilities is small, the user population is dense, or the value of k is large. To overcome these...
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