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Batatia, Ilyes
18  results:
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1

Benchmarking of machine learning interatomic potentials for..:

Stark, Wojciech G ; van der Oord, Cas ; Batatia, Ilyes...
Machine Learning: Science and Technology.  5 (2024)  3 - p. 030501 , 2024
Link: https://doi.org/10.1088/..
 
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2

Evaluation of the MACE force field architecture: From medic..:

Kovács, Dávid Péter ; Batatia, Ilyes ; Arany, Eszter Sára.
The Journal of Chemical Physics.  159 (2023)  4 - p. , 2023
Link: https://doi.org/10.1063/..
 
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3

Tensor-Reduced Atomic Density Representations:

Darby, James P. ; Kovács, Dávid P. ; Batatia, Ilyes...
Physical Review Letters.  131 (2023)  2 - p. , 2023
Link: https://doi.org/10.1103/..
 
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4

Boost invariant polynomials for efficient jet tagging:

Munoz, Jose M ; Batatia, Ilyes ; Ortner, Christoph
Machine Learning: Science and Technology.  3 (2022)  4 - p. 04LT05 , 2022
Link: https://doi.org/10.1088/..
 
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5

A Deep Learning Method with CRF for Instance Segmentation o..:

, In: 2020 28th European Signal Processing Conference (EUSIPCO),
Batatia, Ilyes - p. 625-629 , 2021
Link: https://doi.org/10.23919..
 
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6

Energy-conserving equivariant GNN for elasticity of lattice..:

Grega, Ivan ; Batatia, Ilyes ; Csányi, Gábor..
http://arxiv.org/abs/2401.16914.  , 2024
Link: http://arxiv.org/abs/240..
 
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7

MACE-OFF23: Transferable Machine Learning Force Fields for ..:

Kovács, Dávid Péter ; Moore, J. Harry ; Browning, Nicholas J...
http://arxiv.org/abs/2312.15211.  , 2023
Link: http://arxiv.org/abs/231..
 
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8

Tensor-Reduced Atomic Density Representations:

Darby, James P ; Kovács, Dávid P ; Batatia, Ilyes...
Physical Review Letters.  , 2023
Link: https://aaltodoc.aalto.f..
 
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9

Evaluation of the MACE Force Field Architecture: from Medic..:

Kovacs, David Peter ; Batatia, Ilyes ; Arany, Eszter Sara.
http://arxiv.org/abs/2305.14247.  , 2023
Link: http://arxiv.org/abs/230..
 
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10

Retrieval of Boost Invariant Symbolic Observables via Featu..:

Munoz, Jose M ; Batatia, Ilyes ; Ortner, Christoph.
http://arxiv.org/abs/2306.13496.  , 2023
Link: http://arxiv.org/abs/230..
 
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11

A Geometric Insight into Equivariant Message Passing Neural..:

Batatia, Ilyes
http://arxiv.org/abs/2310.10448.  , 2023
Link: http://arxiv.org/abs/231..
 
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12

A General Framework for Equivariant Neural Networks on Redu..:

Batatia, Ilyes ; Geiger, Mario ; Munoz, Jose...
http://arxiv.org/abs/2306.00091.  , 2023
Link: http://arxiv.org/abs/230..
 
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13

A foundation model for atomistic materials chemistry:

Batatia, Ilyes ; Benner, Philipp ; Chiang, Yuan...
http://arxiv.org/abs/2401.00096.  , 2023
Link: http://arxiv.org/abs/240..
 
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14

Equivariant Matrix Function Neural Networks:

Batatia, Ilyes ; Schaaf, Lars L ; Chen, Huajie...
http://arxiv.org/abs/2310.10434.  , 2023
Link: http://arxiv.org/abs/231..
 
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15

MACE: Higher Order Equivariant Message Passing Neural Netwo..:

Batatia, Ilyes ; Kovács, Dávid Péter ; Simm, Gregor N. C..
http://arxiv.org/abs/2206.07697.  , 2022
Link: http://arxiv.org/abs/220..
 
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