Hampus Linander

@gu.se

Researcher at Department of Mathematical Sciences
Chalmers university of technology

Hampus Linander


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https://researchid.co/hlinander

RESEARCH, TEACHING, or OTHER INTERESTS

Artificial Intelligence, Geometry and Topology
700

Scholar Citations

10

Scholar h-index

10

Scholar i10-index

RECENT SCHOLAR PUBLICATIONS

  • Learning Chern Numbers of Multiband Topological Insulators with Gauge Equivariant Neural Networks
    L Huang, O Balabanov, H Linander, M Granath, D Persson, J Gerken
    Advances in Neural Information Processing Systems 38, 147997-148026 , 2026
    2026
    Citations: 2
  • Soft Geometric Inductive Bias for Object Centric Dynamics
    H Linander, C Heins, A Tschantz, M Perin, C Buckley
    arXiv preprint arXiv:2512.15493 , 2025
    2025
  • Bethe Predictive Coding
    M Koudahl, A Tchantz, T Salvatori, H Linander, L Da Costa, J Beck, ...
    International Workshop on Active Inference, 65-74 , 2025
    2025
  • Axiom: Learning to play games in minutes with expanding object-centric models
    C Heins, T Van de Maele, A Tschantz, H Linander, D Markovic, T Salvatori, ...
    arXiv preprint arXiv:2505.24784 , 2025
    2025
    Citations: 7
  • PEAR: Equal Area Weather Forecasting on the Sphere
    H Linander, C Petersson, D Persson, JE Gerken
    arXiv preprint arXiv:2505.17720 , 2025
    2025
    Citations: 5
  • Bayesian predictive coding
    A Tschantz, M Koudahl, H Linander, L Da Costa, C Heins, J Beck, ...
    arXiv preprint arXiv:2503.24016 , 2025
    2025
    Citations: 2
  • Uncertainty quantification in fine-tuned llms using lora ensembles
    O Balabanov, H Linander
    arXiv preprint arXiv:2402.12264 , 2024
    2024
    Citations: 37
  • Finite-Time Lyapunov Exponents of Deep Neural Networks
    BM L. Storm, H. Linander, J. Bec, K. Gustavsson
    Phys. Rev. Lett 132 , 2024
    2024
    Citations: 28
  • Heal-swin: A vision transformer on the sphere
    O Carlsson, JE Gerken, H Linander, H Spieß, F Ohlsson, C Petersson, ...
    Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern … , 2024
    2024
    Citations: 23
  • Looking at the posterior: accuracy and uncertainty of neural-network predictions
    H Linander, O Balabanov, H Yang, B Mehlig
    Machine Learning: Science and Technology 4 (4), 045032 , 2023
    2023
    Citations: 5
  • Geometric deep learning and equivariant neural networks
    JE Gerken, J Aronsson, O Carlsson, H Linander, F Ohlsson, C Petersson, ...
    Artificial Intelligence Review 56 (12), 14605-14662 , 2023
    2023
    Citations: 153
  • Finite-time Lyapunov exponents of deep neural networks
    L Storm, H Linander, J Bec, K Gustavsson, B Mehlig
    arXiv preprint arXiv:2306.12548 , 2023
    2023
  • Bayesian posterior approximation with stochastic ensembles
    O Balabanov, B Mehlig, H Linander
    Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern … , 2023
    2023
    Citations: 9
  • Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml
    N Ghielmetti, V Loncar, M Pierini, M Roed, S Summers, T Aarrestad, ...
    Machine Learning: Science and Technology 3 (4), 045011 , 2022
    2022
    Citations: 66
  • Looking at the posterior: on the origin of uncertainty in neural-network classification
    H Linander, O Balabanov, H Yang, B Mehlig
    arXiv e-prints, arXiv: 2211.14605 , 2022
    2022
  • Equivariance versus augmentation for spherical images
    J Gerken, O Carlsson, H Linander, F Ohlsson, C Petersson, D Persson
    International Conference on Machine Learning, 7404-7421 , 2022
    2022
    Citations: 49
  • Fast convolutional neural networks on FPGAs with hls4ml
    T Aarrestad, V Loncar, N Ghielmetti, M Pierini, S Summers, J Ngadiuba, ...
    Machine Learning: Science and Technology 2 (4), 045015 , 2021
    2021
    Citations: 249
  • The non-linear coupled spin 2-spin 3 Cotton equation in three dimensions
    H Linander, BEW Nilsson
    Journal of High Energy Physics 2016 (7), 24 , 2016
    2016
    Citations: 24
  • (2, 0) Theory and Higher Spin: Twisting, Turning and Spinning Towards Higher Energies
    H Linander
    PQDT-Global , 2016
    2016
    Citations: 2
  • Off-shell structure of twisted (2, 0) theory
    U Gran, H Linander, BEW Nilsson
    Journal of High Energy Physics 2014 (11), 1-13 , 2014
    2014
    Citations: 12

MOST CITED SCHOLAR PUBLICATIONS

  • Fast convolutional neural networks on FPGAs with hls4ml
    T Aarrestad, V Loncar, N Ghielmetti, M Pierini, S Summers, J Ngadiuba, ...
    Machine Learning: Science and Technology 2 (4), 045015 , 2021
    2021
    Citations: 249
  • Geometric deep learning and equivariant neural networks
    JE Gerken, J Aronsson, O Carlsson, H Linander, F Ohlsson, C Petersson, ...
    Artificial Intelligence Review 56 (12), 14605-14662 , 2023
    2023
    Citations: 153
  • Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml
    N Ghielmetti, V Loncar, M Pierini, M Roed, S Summers, T Aarrestad, ...
    Machine Learning: Science and Technology 3 (4), 045011 , 2022
    2022
    Citations: 66
  • Equivariance versus augmentation for spherical images
    J Gerken, O Carlsson, H Linander, F Ohlsson, C Petersson, D Persson
    International Conference on Machine Learning, 7404-7421 , 2022
    2022
    Citations: 49
  • Uncertainty quantification in fine-tuned llms using lora ensembles
    O Balabanov, H Linander
    arXiv preprint arXiv:2402.12264 , 2024
    2024
    Citations: 37
  • Finite-Time Lyapunov Exponents of Deep Neural Networks
    BM L. Storm, H. Linander, J. Bec, K. Gustavsson
    Phys. Rev. Lett 132 , 2024
    2024
    Citations: 28
  • The non-linear coupled spin 2-spin 3 Cotton equation in three dimensions
    H Linander, BEW Nilsson
    Journal of High Energy Physics 2016 (7), 24 , 2016
    2016
    Citations: 24
  • Heal-swin: A vision transformer on the sphere
    O Carlsson, JE Gerken, H Linander, H Spieß, F Ohlsson, C Petersson, ...
    Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern … , 2024
    2024
    Citations: 23
  • (2, 0) theory on circle fibrations
    H Linander, F Ohlsson
    Journal of High Energy Physics 2012 (1), 1-22 , 2012
    2012
    Citations: 19
  • Off-shell structure of twisted (2, 0) theory
    U Gran, H Linander, BEW Nilsson
    Journal of High Energy Physics 2014 (11), 1-13 , 2014
    2014
    Citations: 12
  • Bayesian posterior approximation with stochastic ensembles
    O Balabanov, B Mehlig, H Linander
    Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern … , 2023
    2023
    Citations: 9
  • The trouble with twisting (2, 0) theory
    L Anderson, H Linander
    Journal of High Energy Physics 2014 (3), 1-19 , 2014
    2014
    Citations: 8
  • Axiom: Learning to play games in minutes with expanding object-centric models
    C Heins, T Van de Maele, A Tschantz, H Linander, D Markovic, T Salvatori, ...
    arXiv preprint arXiv:2505.24784 , 2025
    2025
    Citations: 7
  • PEAR: Equal Area Weather Forecasting on the Sphere
    H Linander, C Petersson, D Persson, JE Gerken
    arXiv preprint arXiv:2505.17720 , 2025
    2025
    Citations: 5
  • Looking at the posterior: accuracy and uncertainty of neural-network predictions
    H Linander, O Balabanov, H Yang, B Mehlig
    Machine Learning: Science and Technology 4 (4), 045032 , 2023
    2023
    Citations: 5
  • Learning Chern Numbers of Multiband Topological Insulators with Gauge Equivariant Neural Networks
    L Huang, O Balabanov, H Linander, M Granath, D Persson, J Gerken
    Advances in Neural Information Processing Systems 38, 147997-148026 , 2026
    2026
    Citations: 2
  • Bayesian predictive coding
    A Tschantz, M Koudahl, H Linander, L Da Costa, C Heins, J Beck, ...
    arXiv preprint arXiv:2503.24016 , 2025
    2025
    Citations: 2
  • (2, 0) Theory and Higher Spin: Twisting, Turning and Spinning Towards Higher Energies
    H Linander
    PQDT-Global , 2016
    2016
    Citations: 2
  • Soft Geometric Inductive Bias for Object Centric Dynamics
    H Linander, C Heins, A Tschantz, M Perin, C Buckley
    arXiv preprint arXiv:2512.15493 , 2025
    2025
  • Bethe Predictive Coding
    M Koudahl, A Tchantz, T Salvatori, H Linander, L Da Costa, J Beck, ...
    International Workshop on Active Inference, 65-74 , 2025
    2025