Aurora
Copyright 2026 Brandon Grutkowski / FantasyLab.ai

This product includes software developed by Brandon Grutkowski
and the Aurora contributors as part of FantasyLab.ai.

Aurora's analytical methods build on decades of academic research.
Specific citations are embedded in Aurora's output (every finding
carries a `method` tag and a `seed:*` citation) and listed in the
knowledge bank documentation. The Aurora Research Kit (see
`fantasyai/aurora/research_kit.py`) generates a `references.bib`
with full BibTeX entries for every method cited in a given run.

Foundational methods include (non-exhaustive):

  * Frank R. Hampel — robust z-score (1974)
  * Fei Tony Liu, Kai Ming Ting, Zhi-Hua Zhou — Isolation Forest (2008)
  * C. W. J. Granger — Granger causality (1969)
  * L. E. Baum, T. Petrie, G. Soules, N. Weiss — Baum-Welch HMM (1970)
  * Chin-Chia Michael Yeh et al. — Matrix Profile (2016)
  * Christopher Torrence, Gilbert P. Compo — wavelet analysis (1998)
  * Herbert Edelsbrunner, John L. Harer — persistent homology (2010)
  * Markus M. Breunig et al. — Local Outlier Factor (2000)
  * Peter J. Rousseeuw, Katrien Van Driessen — robust Mahalanobis (1999)
  * Carl Edward Rasmussen, Christopher K. I. Williams — GPML (2006)
  * Alexander Kraskov, Harald Stoegbauer, Peter Grassberger — KSG MI (2004)
  * Rob J. Hyndman, George Athanasopoulos — Forecasting: principles
    and practice (2021)
  * Steven L. Brunton, Joshua L. Proctor, J. Nathan Kutz — SINDy (2016)
  * Judea Pearl — causal inference and the do-calculus

Aurora redistributes no third-party code. All cited works are referenced
from Aurora's outputs and the knowledge bank; no copyrighted text is
embedded in this repository.

This product also includes dependencies licensed under their own terms;
see `requirements.txt` and each dependency's source repository for
attribution. Aurora's distribution does not modify those dependencies.
