A highly configurable framework for large-scale thermal building data generation to drive machine learning research

Krug, Thomas; Raisch, Fabian; Aimer, Dominik; Wirnsberger, Markus; Sigg, Ferdinand; Koch, Felix; Schäfer, Benjamin; Tischler, Benjamin (2026)

Krug, Thomas; Raisch, Fabian; Aimer, Dominik; Wirnsberger, Markus; Sigg, Ferdinand...

SIMULATION.
DOI: 10.1177/00375497261465009

BuilDyn: Excitation-Driven Data Generation for Building Thermal Dynamics Modeling and Control

Koch, Felix; Krug, Thomas; Raisch, Fabian; Schäfer, Benjamin; Tischler, Benjamin (2026)

DOI: 10.1145/3765611.3815432

Thermal-GEMs: Generalized Models for Building Thermal Dynamics

Koch, Felix; Raisch, Fabian; Tischler, Benjamin (2026)

DOI: 10.1145/3744256.3812565

Adapting to change: A comparison of continual and transfer learning for modeling building thermal dynamics under concept drifts

Raisch, Fabian; Langtry, Max; Koch, Felix; Choudhary, Ruchi; Goebel, Christoph; Tischler, Benjamin (2026)

Raisch, Fabian; Langtry, Max; Koch, Felix; Choudhary, Ruchi; Goebel, Christoph...

Energy and Buildings.
DOI: 10.1016/j.enbuild.2025.116868

Thermal-GEMs Generalized Models for Building Thermal Dynamics

Koch, Felix; Raisch, Fabian; Tischler, Benjamin (2026)

Arxiv.
DOI: 10.48550/arXiv.2604.16443

Transfer Learning for Neural Parameter Estimation applied to Building RC Models

Raisch, Fabian; Germann, T; Kutz, J; Goebel, Christoph; Tischler, Benjamin (2026)

Arxiv.
DOI: 10.48550/arXiv.2604.05904

Builda: A Thermal Building Data Generation Framework for Transfer Learning

Krug, Thomas; Raisch, Fabian; Aimer, Dominik; Wirnsberger, Markus; Sigg, Ferdinand; Schäfer, Benjamin; Tischler, Benjamin (2025)

Krug, Thomas; Raisch, Fabian; Aimer, Dominik; Wirnsberger, Markus; Sigg, Ferdinand...

Simulation Series, 329-341.

State-Space Models for Tabular Prior-Data Fitted Networks

Koch, Felix; Wever, Marcel; Raisch, Fabian; Tischler, Benjamin (2025)

1st ICML Workshop on Foundation Models for Structured Data.

GenTL: A General Transfer Learning Model for Building Thermal Dynamics

Raisch, Fabian; Krug, Thomas; Goebel, Christoph; Tischler, Benjamin (2025)

DOI: 10.1145/3679240.3734589

A Highly Configurable Framework for Large-Scale Thermal Building Data Generation to drive Machine Learning Research

Krug, Thomas; Raisch, Fabian; Aimer, Dominik; Wirnsberger, Markus; Sigg, Ferdinand; Koch, Felix; Schäfer, Benjamin; Tischler, Benjamin (2025)

Krug, Thomas; Raisch, Fabian; Aimer, Dominik; Wirnsberger, Markus; Sigg, Ferdinand...

arXiv preprint arXiv:2512.00483.

A Highly Configurable Framework for Large-Scale Thermal Building Data Generation to drive Machine Learning Research

Krug, Thomas; Raisch, Fabian; Aimer, Dominik; Wirnsberger, Markus; Sigg, Ferdinand; Koch, Felix; Schäfer, Benjamin; Tischler, Benjamin (2025)

Krug, Thomas; Raisch, Fabian; Aimer, Dominik; Wirnsberger, Markus; Sigg, Ferdinand...

A Highly Configurable Framework for Large-Scale Thermal Building Data Generation to drive Machine Learning Research

Krug, Thomas; Raisch, Fabian; Aimer, Dominik; Wirnsberger, Markus; Sigg, Ferdinand; Koch, Felix; Schäfer, Benjamin; Tischler, Benjamin (2025)

Krug, Thomas; Raisch, Fabian; Aimer, Dominik; Wirnsberger, Markus; Sigg, Ferdinand...

Arxiv.
DOI: 10.48550/arXiv.2512.00483

BUILDA: A THERMAL BUILDING DATA GENERATION FRAMEWORK FOR TRANSFER LEARNING

Krug, Thomas; Raisch, Fabian; Aimer, Dominik; Wirnsberger, Markus; Sigg, Ferdinand; Schäfer, Benjamin; Tischler, Benjamin (2025)

Krug, Thomas; Raisch, Fabian; Aimer, Dominik; Wirnsberger, Markus; Sigg, Ferdinand...

Arxiv.
DOI: 10.48550/arXiv.2508.12703

Adapting to Change: A Comparison of Continual and Transfer Learning for Modeling Building Thermal Dynamics under Concept Drifts

Raisch, Fabian; Langtry, M; Koch, Felix; Choudhary, R; Goebel, Christoph; Tischler, Benjamin (2025)

Raisch, Fabian; Langtry, M; Koch, Felix; Choudhary, R; Goebel, Christoph...

Arxiv.
DOI: 10.48550/arXiv.2508.21615

GenTL: A General Transfer Learning Model for Building Thermal Dynamics

Raisch, Fabian; Krug, Thomas; Goebel, Christoph; Tischler, Benjamin (2025)

Arxiv.
DOI: 10.48550/arXiv.2501.13703

State-Space Models for Tabular Prior-Data Fitted Networks

Koch, Felix; Wever, M; Raisch, Fabian; Tischler, Benjamin (2025)

Arxiv.
DOI: 10.48550/arXiv.2510.14573