PDF Viewer

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $9K - $13K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (29)

[1]
Time Series Foundation Models for Multivariate Financial Time Series Forecasting
2025Ben A. Marconi
[2]
TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state
2025Xiaowen Ma, Zhenliang Ni et al.
[3]
AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting
2025Abdelhakim Benechehab, Vasilii Feofanov et al.
[4]
Sundial: A Family of Highly Capable Time Series Foundation Models
2025Yong Liu, Guo Qin et al.
[5]
Generalized Prompt Tuning: Adapting Frozen Univariate Time Series Foundation Models for Multivariate Healthcare Time Series
2024Mingzhu Liu, Angela H. Chen et al.
[6]
Timer-XL: Long-Context Transformers for Unified Time Series Forecasting
2024Yong Liu, Guo Qin et al.
[7]
Deep Time Series Models: A Comprehensive Survey and Benchmark
2024Yuxuan Wang, Haixu Wu et al.
[8]
UniTST: Effectively Modeling Inter-Series and Intra-Series Dependencies for Multivariate Time Series Forecasting
2024Juncheng Liu, Chenghao Liu et al.
[9]
TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting
2024Shiyu Wang, Haixu Wu et al.
[10]
Foundation Models for Time Series Analysis: A Tutorial and Survey
2024Yuxuan Liang, Haomin Wen et al.
[11]
Chronos: Learning the Language of Time Series
2024Abdul Fatir Ansari, Lorenzo Stella et al.
[12]
TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables
2024Yuxuan Wang, Haixu Wu et al.
[13]
Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction
2024Cheng Feng, Long Huang et al.
[14]
MOMENT: A Family of Open Time-series Foundation Models
2024Mononito Goswami, Konrad Szafer et al.
[15]
Unified Training of Universal Time Series Forecasting Transformers
2024Gerald Woo, Chenghao Liu et al.
[16]
Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series
2024Vijay Ekambaram, Arindam Jati et al.
[17]
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting
2023Yong Liu, Tengge Hu et al.
[18]
Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis
2023Zezhi Shao, Fei Wang et al.
[19]
Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors
2023Yong Liu, Chenyu Li et al.
[20]
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
2022Yuqi Nie, Nam H. Nguyen et al.

Showing 20 of 29 references

Founder's Pitch

"DualWeaver transforms univariate time series models into powerful multivariate forecasters with its innovative surrogate feature weaving framework."

Time Series ForecastingScore: 7View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

2/4 signals

5

Quick Build

4/4 signals

10

Series A Potential

1/4 signals

2.5

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 2/25/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.