# Time series and agricultural RAG

Area: [Retrieval-augmented generation](https://mlsanity.com/rag/index.md). HTML: https://mlsanity.com/rag/time-series-and-agricultural-rag/

## Key facts

- Time series and agricultural RAG: 44 papers on arXiv since 2024 (data through 14 Oct 2026).
- 12 of its 44 mapped papers (27%) cite “Retrieval Augmented Time Series Forecasting” (2024, arXiv 2411.08249).
- 9 of its 44 mapped papers (20%) cite “TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster” (2025, arXiv 2503.07649).
- 2 new papers 17 Sep–14 Oct.

## Most cited here

- [Retrieval Augmented Time Series Forecasting](https://mlsanity.com/paper/2411.08249/) (2024), cited by 12 papers here
- [TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster](https://mlsanity.com/paper/2503.07649/) (2025), cited by 9 papers here
- [Retrieval-Augmented Diffusion Models for Time Series Forecasting](https://mlsanity.com/paper/2410.18712/) (2024), cited by 6 papers here
- [TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting](https://mlsanity.com/paper/2412.20810/) (2024), cited by 5 papers here
- [AgroLLM: Connecting Farmers and Agricultural Practices through Large Language Models for Enhanced Knowledge Transfer and Practical Application](https://mlsanity.com/paper/2503.04788/) (2025), cited by 4 papers here
- [TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation](https://mlsanity.com/paper/2412.16643/) (2024), cited by 3 papers here
- [RATSF: Empowering Customer Service Volume Management through Retrieval-Augmented Time-Series Forecasting](https://mlsanity.com/paper/2403.04180/) (2024), cited by 2 papers here
- [AgriGPT: a Large Language Model Ecosystem for Agriculture](https://mlsanity.com/paper/2508.08632/) (2025), cited by 2 papers here
- [RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture](https://mlsanity.com/paper/2401.08406/) (2024), cited by 1 papers here
- [KrishokBondhu: A Retrieval-Augmented Voice-Based Agricultural Advisory Call Center for Bengali Farmers](https://mlsanity.com/paper/2510.18355/) (2025), cited by 1 papers here

## New (17 Sep–14 Oct)

- [Retrieval Is Not Enough: Refreshing Memory for Frozen Time-Series Forecasters](https://mlsanity.com/paper/2610.07834/) (2026-10-06)
- [Beyond Similarity: Coverage-Aware Prompt Selection for Time Series Forecasting with LLMs](https://mlsanity.com/paper/2609.22977/) (2026-09-19)