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Logo Institut für Physikalische und Theoretische Chemie der TU Braunschweig
Publications
  • Data-Driven Chemistry
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Publications

31. Predicting the stability of base-mediated C–H carboxylation adducts using data science tools

M. Eckhoff, A. Garcia-Roca, S. Deolka, L. Seidel, M. S. Sigman, J. Proppe, https://doi.org/10.26434/chemrxiv-2025-5tlrl 

Preprint


30. regAL: Python Package for Active Learning of Regression Problems

E. Surzhikova, J. Proppe, https://arxiv.org/abs/2410.17917

Preprint


29. Unveiling CO2 reactivity with data-driven methods

M. Eckhoff, K. L. Bublitz, J. Proppe, Digit. Discov. 2025, 4, 868

Publication

Preprint


28. Predicting and Explaining Yields with Machine Learning for Carboxylated Azoles and Beyond

K. Janssen, J. Proppe, J. Chem. Inf. Model. 2025, 65, 1862

Publication

Preprint


27. Relevance and Potential Applications of C2-Carboxylated 1,3-Azoles

K. Janssen, J. Kirchmair, J. Proppe, ChemMedChem 2024, 19, e202400307

Publication


26. Myoglobin-catalyzed azide reduction proceeds via an anionic metal amide intermediate

M. Tinzl, J. V. Diedrich, P. Mittl, M. Clémancey, M. Reiher, J. Proppe, J.-M. Latour, D. Hilvert,  J. Am. Chem. Soc. 2024, 146, 1957

Publication


25. Quantitative structure–reactivity relationships for synthesis planning: The benzhydrylium case

M. Eckhoff, J. V. Diedrich, M. Mücke, J. Proppe, J. Phys. Chem. A 2024, 128, 343

Publication

Preprint


24. The Computational Road to Reactivity Scales

M. Vahl, J. Proppe, Phys. Chem. Chem. Phys. 2023, 25, 2717

Publication


23. Learning Conductance: Gaussian Process Regression for Molecular Electronics

M. Deffner, M. P. Weise, H. Zhang, M. Mücke, J. Proppe, I. Franco, C. Herrmann, J. Chem. Theory Comput. 2023, 19, 992

Publication

Preprint


22. Uncertainty Quantification of Reactivity Scales

J. Proppe, J. Kircher, ChemPhysChem 2022, 23, e202200061

Publication

Cover Image

Cover Profile

Preprint


21. Machine-Learned Potentials for Next-Generation Matter Simulations

P. Friederich, F. Häse, J. Proppe, A. Aspuru-Guzik, Nat. Mater. 2021, 20, 750

Publication


20. Electrosynthetic Screening and Modern Optimization Strategies for Electrosynthesis of Highly Value-added Products

M. Dörr, M. M. Hielscher, J. Proppe, S. R. Waldvogel, ChemElectroChem 2021, 8, 2621

Publication

Cover Image


19. Theoretical Studies of the Acid–Base Equilibria in a Model Active Site of the Human 20S Proteasome

J. Uranga, L. Hasecke, J. Proppe, J. Fingerhut, R. A. Mata, J. Chem. Inf. Model. 2021, 61, 1942

Publication

Preprint


18. Calibration of Computational Mössbauer Spectroscopy to Unravel Active Sites in FeNC-Catalysts for the Oxygen Reduction Reaction

C. Gallenkamp, U. I. Kramm, J. Proppe, V. Krewald, Int. J. Quantum Chem. 2021, 121, e26394

Publication


17. Exchange Spin Coupling from Gaussian Process Regression

M. P. Bahlke, N. Mogos, J. Proppe, C. Herrmann, J. Phys. Chem. A 2020, 124, 8708

Publication

Preprint


16. A Multi-Label, Dual-Output Deep Neural Network for Automated Bug Triaging

C. A. Choquette-Choo, D. Sheldon, J. Proppe, J. Alphonso-Gibbs, H. Gupta, 18th International Conference on Machine Learning Applications (2019), DOI: 10.1109/ICMLA.2019.00161

Publication

Preprint


15. Gaussian Process-Based Refinement of Dispersion Corrections

J. Proppe, S. Gugler, M. Reiher, J. Chem. Theory Comput. 2019, 15, 6046

Publication

Preprint


14. Mechanism Deduction from Noisy Chemical Reaction Networks

J. Proppe, M. Reiher, J. Chem. Theory Comput. 2019, 15, 357

Publication

Preprint


13. Computational Systems Chemistry with Rigorous Uncertainty Quantification

J. Proppe, Dissertation, ETH Zürich, Schweiz (2018)

Publication


12. Capture and Characterization of a Reactive Haem–Carbenoid Complex in an Artificial Metalloenzyme

T. Hayashi, M. Tinzl, T. Mori, U. Krengel, J. Proppe, J. Soetbeer, D. Klose, G. Jeschke, M. Reiher, D. Hilvert, Nat. Catal. 2018, 1, 578

Publication


11. Statistical Analysis of Semiclassical Dispersion Corrections

T. Weymuth, J. Proppe, M. Reiher, J. Chem. Theory Comput. 2018, 14, 2480

Publication

Preprint


10. Reliable Estimation of Prediction Uncertainty for Physicochemical Property Models

J. Proppe, M. Reiher, J. Them. Theory Comput. 2017, 13, 3297

Publication

Preprint


9. Error Assessment of Computational Models in Chemistry

G. N. Simm, J. Proppe, M. Reiher, Chimia 2017, 71, 202

Publication

Preprint


8. Reaction Rate Theory — New Methods: General Discussion

G. Angulo, R. D. Astumian, V. Beniwal, P. G. Bolhuis, C. Dellago, J. Ellis, B. Ensing, D. R. Glowacki, S. Hammes-Schiffer, J. Kästner, T. Lelièvre, N. Makri, D. Manolopoulos, G. Menzl, T. F. Miller, A. Mulholland, E. A. Oprzeska-Zingrebe, M. Parrinello, E. Pollak, J. Proppe, M. Reiher, J. Richardson, P. R. Chowdhury, E. Sanz, C. Schütte, D. Shalashilin, R. Szabla, S. Taraphder, A. Tiwari, E. Vanden-Eijnden, A. Vijaykumar, K. Zinovjev, Faraday Discuss. 2016, 195, 521

Publication


7. Uncertainty Quantification for Quantum Chemical Models of Complex Reaction Networks

J. Proppe, T. Husch, G. N. Simm, M. Reiher, Faraday Discuss. 2016, 195, 497

Publication


6. Heuristics-Guided Exploration of Reaction Mechanisms

M. Bergeler, G. N. Simm, J. Proppe, M. Reiher, J. Chem. Theory Comput. 2015, 11, 5712

Publication

Preprint


5. An Extended Flory Distribution for Kinetically Controlled Step-Growth Polymerizations Perturbed by Intramolecular Reactions

J. Proppe, Macromol. Theory Simul. 2015, 24, 500

Publication


4. Communication Through Molecular Bridges: Different Bridge Orbital Trends Result in Common Property Trends

J. Proppe, C. Herrmann, J. Comput. Chem. 2015, 36, 201

Publication

Cover Image


3. Charge Delocalization in an Organic Mixed Valent Bithiophene is Greater Than in a Structurally Analogous Biselenophene

A. C. Jahnke, J. Proppe, M. Spulber, C. G. Palivan, C. Herrmann, O. S. Wenger, J. Phys. Chem. A 2014, 118, 11293

Publication


2. A Refined Flory Distribution for Step-Growth Polymerizations Comprising Cyclic Molecules

J. Proppe, G. A. Luinstra, Macromol. Theory Simul. 2013, 22, DOI:10.1002/mats.201300117

Publication

Retraction Note*

*The authors' opinions differ, cf. Ref. 21 in J. Proppe, Macromol. Theory Simul. 2015, 24, 500.


1. Graphite Nanoplatelet/Pyromellitic Dianhydride Melt Modified PPC Composites: Preparation and Characterization

C. Barreto, J. Proppe, S. Frederiksen, E. Hansen, R. W. Rychwalski, Polymer 2013, 54, 3574

Publication

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