TSGAssist: An Interactive Assistant Harnessing LLMs and RAG for Time Series Generation Recommendations and Benchmarking

Summary: TSGAssist couples TSGBench with LLMs+RAG to yield contextual, industry-aware recommendations and explainable guidance for time-series generation. Offers a queryable benchmarking interface to bridge practitioners' cognitive gap and operationalize TSG method selection. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13644
Venue: VLDB
Year: 2024
Pagerank: 4.4117211e-05
Overall Rank: 8,998 | 37.41%
DOI: 10.14778/3685800.3685862

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,111	Scalable Graph Indexing using GPUs for Approximate Nearest Neighbor Search	2026	SIGMOD	4.1945683e-05
10,835	Large Language Models for Spatial Analysis Queries	2025	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
8,224	TSGBench: Time Series Generation Benchmark	2024	VLDB	4.5552948e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,210	SchemaRAG: A Schema-aware Retrieval-Augmented Generation Framework for Text-to-SQL	2026	SIGMOD	4.1945683e-05
3,184	AutoAI-TS: AutoAI for Time Series Forecasting	2021	SIGMOD	7.4198086e-05
7,020	LLM for Data Management	2024	VLDB	4.8595728e-05
8,985	TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications	2023	VLDB	4.4156106e-05
6,389	Chat2Data: An Interactive Data Analysis System with RAG, Vector Databases and LLMs	2024	VLDB	5.0844009e-05
10,374	Dialogue Benchmark Generation from Knowledge Graphs with Cost-Effective Retrieval-Augmented LLMs	2025	SIGMOD	4.1945683e-05
7,931	In-depth Analysis of Graph-based RAG in a Unified Framework	2025	VLDB	4.613363e-05
8,509	The Journey to A Knowledgeable Assistant with Retrieval-Augmented Generation (RAG)	2024	SIGMOD	4.4952414e-05
10,611	ChatTS: Aligning Time Series with LLMs via Synthetic Data for Enhanced Understanding and Reasoning	2025	VLDB	4.1945683e-05
8,224	TSGBench: Time Series Generation Benchmark	2024	VLDB	4.5552948e-05