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M

Mads-Peter Verner Christiansen

center for interstellar catalysis, department of physics and astronomy, aarhus university, dk-8000 aarhus c, denmark

8H-index
18Paper Count
163Citation Count
Published Papers 12
Publication Date
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Active Δ-learning with universal potentials for global structure optimization
errPhys. Chem. Chem. Phys.
IF0
err2025-12-01
err0
PREAI
errJoe Pitfield; Mads-Peter Verner Christansen; Bjork Hammer
errShare
errSave
Gradient-based grand canonical optimization enabled by graph neural networks with fractional atomic existence
errMachine Learning: Science and Technology
IF0
err2025-11-18
err0
errOAAI
errMads-Peter Verner Christiansen; Bjørk Hammer
errShare
errSave
Δ-model correction of foundation model based on the model's own understanding
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2025-05-08
err0
PREAI
errChristiansen, Mads-Peter Verner; Hammer, Bjork
errShare
errSave
Efficient ensemble uncertainty estimation in Gaussian processes regression
errMACHINE LEARNING-SCIENCE AND TECHNOLOGY
IF4.6
err2024-10-29
err1
errOAAI
errChristiansen, Mads-Peter Verner; Ronne, Nikolaj; Hammer, Bjork
errShare
errSave
Cascading symmetry constraint during machine learning-enabled structural search for sulfur-induced Cu(111)-(√43 x√43) surface reconstruction
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2024-05-01
err3
PREAI
errBrix, Florian; Christiansen, Mads-Peter Verner; Hammer, Bjork
errShare
errSave
Generating candidates in global optimization algorithms using complementary energy landscapes
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2023-07-11
err5
errOAAI
errSlavensky, Andreas Moller; Christiansen, Mads-Peter V.; Hammer, Bjork
errShare
errSave
Atomistic structure search using local surrogate model
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2022-11-07
err16
errOAAI
errRonne, Nikolaj; Christiansen, Mads-Peter V.; Slavensky, Andreas Moller; Tang, Zeyuan; Brix, Florian; Pedersen, Mikkel Elkjaer; Bisbo, Malthe Kjaer; Hammer, Bjork
errShare
errSave
Atomistic global optimization X: A Python package for optimization of atomistic structures
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2022-08-03
err24
errOAAI
errChristiansen, Mads-Peter V.; Ronne, Nikolaj; Hammer, Bjork
errShare
errSave
Generating stable molecules using imitation and reinforcement learning
errMACHINE LEARNING-SCIENCE AND TECHNOLOGY
IF4.6
err2021-12-10
err9
errOAAI
errMeldgaard, Soren Ager; Koehler, Jonas; Mortensen, Henrik Lund; Christiansen, Mads-Peter, V; Noe, Frank; Hammer, Bjork
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errSave
Atomistic structure learning algorithm with surrogate energy model relaxation
errPHYSICAL REVIEW B
IF3.7
err2020-08-12
err24
errOAAI
errMortensen, Henrik Lund; Meldgaard, Soren Ager; Bisbo, Malthe Kjaer; Christiansen, Mads-Peter, V; Hammer, Bjork
errShare
errSave
Gaussian representation for image recognition and reinforcement learning of atomistic structure
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2020-07-24
err17
PREAI
errChristiansen, Mads-Peter V.; Mortensen, Henrik Lund; Meldgaard, Soren Ager; Hammer, Bjork
errShare
errSave
Constructing convex energy landscapes for atomistic structure optimization
errPHYSICAL REVIEW B
IF3.7
err2019-12-19
err10
errOAAI
errChiriki, Siva; Christiansen, Mads-Peter, V; Hammer, B.
errShare
errSave

Research Directions

No research directions
Co-authors
Cooperation Journals
B
Bjørk Hammer
H-index: 87 · Papers: 297
F
Frank Noé
H-index: 70 · Papers: 405
J
Jonas Köhler
H-index: 18 · Papers: 99
Z
Zeyuan Tang
H-index: 9 · Papers: 22
F
Florian Brix
H-index: 7 · Papers: 19
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