Systematic Evaluation of TabPFN-TS for Zero-Shot Probabilistic Heat Load Forecasting in District Heating Networks

Zenodo (CERN European Organization for Nuclear Research)

Abstract

Software and reproducibility package supporting the systematic evaluation of TabPFN-TS for probabilistic heat load forecasting in district heating networks. The repository contains the shareable TabPFN-TS, Chronos-2, AutoGluon, and Multi-Resolution Residual-Correction Forecaster experiment pipelines, shared utilities, tests, and public Flensburg validation inputs. Unpublished Munich inputs, generated model outputs, plotting scripts, and paper-writing files are not included, so Munich-specific results require separately supplied, properly licensed data. Original project code is licensed under the MIT License. Included datasets and third-party materials retain their original licenses, as documented in THIRD_PARTY_NOTICES.md and the accompanying metadata files.

Authors 6

1. Ben Spoek Aachen

   RWTH Aachen University

   Affiliation as printed

   RWTH Aachen University

2. Karim Ben Hicham Aachen

   RWTH Aachen University

   Affiliation as printed

   RWTH Aachen University

3. K Derzsi Aachen

   RWTH Aachen University

   Affiliation as printed

   RWTH Aachen University

4. Philipp Althaus Aachen

   RWTH Aachen University

   Affiliation as printed

   RWTH Aachen University

5. Alexander Mitsos Aachen

   RWTH Aachen University · Forschungszentrum Jülich

   Affiliation as printed

   Forschungszentrum Jülich

   RWTH Aachen University

6. Dirk Müller Aachen

   RWTH Aachen University

   Affiliation as printed

   RWTH Aachen University