Cover Image

Training-Free Query Optimization via LLM-Based Plan Similarity

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Vasilenko, Nikita, Demin, Alexander, Boorlakov, Vladimir
Format:	Preprint
Published:	2025
Subjects:	Databases Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Adaptive Cost Model for Query Optimization
by: Vasilenko, Nikita, et al.
Published: (2024)

Optimizing LLM Queries in Relational Data Analytics Workloads
by: Liu, Shu, et al.
Published: (2024)

Adversarial Query Synthesis via Bayesian Optimization
by: Tao, Jeffrey, et al.
Published: (2026)

The Unreasonable Effectiveness of LLMs for Query Optimization
by: Akioyamen, Peter, et al.
Published: (2024)

Low Rank Learning for Offline Query Optimization
by: Yi, Zixuan, et al.
Published: (2025)

Towards Optimizing SQL Generation via LLM Routing
by: Malekpour, Mohammadhossein, et al.
Published: (2024)

RELOAD: A Robust and Efficient Learned Query Optimizer for Database Systems
by: Lee, Seokwon, et al.
Published: (2026)

An LLM-Guided Query-Aware Inference System for GNN Models on Large Knowledge Graphs
by: Afandi, Waleed, et al.
Published: (2026)

Hydro: Adaptive Query Processing of ML Queries
by: Kakkar, Gaurav Tarlok, et al.
Published: (2024)

Efficient Training-Free Online Routing for High-Volume Multi-LLM Serving
by: Wu, Fangzhou, et al.
Published: (2025)

Sampling-Based Estimation of Jaccard Containment and Similarity
by: Joshi, Pranav
Published: (2025)

Reqo: A Comprehensive Learning-Based Cost Model for Robust and Explainable Query Optimization
by: Chang, Baoming, et al.
Published: (2025)

MaskSearch: Querying Image Masks at Scale
by: He, Dong, et al.
Published: (2023)

Identity as Attractor: Geometric Evidence for Persistent Agent Architecture in LLM Activation Space
by: Vasilenko, Vladimir
Published: (2026)

Private Queries with Sigma-Counting
by: Gao, Jun, et al.
Published: (2025)

C$^{2}$TC: A Training-Free Framework for Efficient Tabular Data Condensation
by: Xu, Sijia, et al.
Published: (2026)

Optimize Cardinality Estimation Model Pretraining by Simplifying the Training Datasets
by: Fang, Boyang
Published: (2025)

SIMformer: Single-Layer Vanilla Transformer Can Learn Free-Space Trajectory Similarity
by: Yang, Chuang, et al.
Published: (2024)

Practical MCTS-based Query Optimization: A Reproducibility Study and new MCTS algorithm for complex queries
by: Burlakov, Vladimir, et al.
Published: (2026)

Predictive Query-based Pipeline for Graph Data
by: Neto, Plácido A Souza
Published: (2024)

Incorporating Deep Learning Design in Database Queries
by: Lubarsky, Yuval Lev, et al.
Published: (2026)

Sibyl: Forecasting Time-Evolving Query Workloads
by: Huang, Hanxian, et al.
Published: (2024)

OntoTune: Ontology-Driven Learning for Query Optimization with Convolutional Models
by: Yue, Songhui, et al.
Published: (2025)

ACE: A Cardinality Estimator for Set-Valued Queries
by: Sheng, Yufan, et al.
Published: (2025)

A Declarative Query Language for Scientific Machine Learning
by: Jamil, Hasan M
Published: (2024)

SEAnet: A Deep Learning Architecture for Data Series Similarity Search
by: Wang, Qitong, et al.
Published: (2026)

KVzip: Query-Agnostic KV Cache Compression with Context Reconstruction
by: Kim, Jang-Hyun, et al.
Published: (2025)

SemBench: A Benchmark for Semantic Query Processing Engines
by: Lao, Jiale, et al.
Published: (2025)

MongoDB Injection Query Classification Model using MongoDB Log files as Training Data
by: Perni, Shaunak, et al.
Published: (2026)

Apriori_Goal algorithm for constructing association rules for a database with a given classification
by: Billig, Vladimir
Published: (2024)

Graph2Region: Efficient Graph Similarity Learning with Structure and Scale Restoration
by: Liu, Zhouyang, et al.
Published: (2025)

Compass: SLO-aware Query Planner for Compound AI Serving at Scale
by: Liu, Banruo, et al.
Published: (2025)

LearnedWMP: Workload Memory Prediction Using Distribution of Query Templates
by: Quader, Shaikh, et al.
Published: (2024)

R-Bot: An LLM-based Query Rewrite System
by: Sun, Zhaoyan, et al.
Published: (2024)

RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems
by: Ouyang, Biao, et al.
Published: (2025)

Tradeoffs in Processing Queries and Supporting Updates over an ML-Enhanced R-tree
by: Al-Mamun, Abdullah, et al.
Published: (2025)

Improving DBMS Scheduling Decisions with Fine-grained Performance Prediction on Concurrent Queries -- Extended
by: Wu, Ziniu, et al.
Published: (2025)

From Zero to Hero: Detecting Leaked Data through Synthetic Data Injection and Model Querying
by: Wu, Biao, et al.
Published: (2023)

GAN-based Tabular Data Generator for Constructing Synopsis in Approximate Query Processing: Challenges and Solutions
by: Fallahian, Mohammadali, et al.
Published: (2022)

Learned Graph Rewriting with Equality Saturation: A New Paradigm in Relational Query Rewrite and Beyond
by: Bărbulescu, George-Octavian, et al.
Published: (2024)