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@AaltoPML

Aalto Probabilistic Machine Learning group

We develop new methods for probabilistic modeling, Bayesian inference and machine learning.

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  1. Rethinking-pooling-in-GNNs Rethinking-pooling-in-GNNs Public

    Python 62 11

  2. PPBO PPBO Public

    Projective Preferential Bayesian Optimization

    Python 20

  3. PINT PINT Public

    Python 20 6

  4. spatiotemporal-graph-kernels spatiotemporal-graph-kernels Public

    The official implementation of Non-separable Spatio-temporal Graph Kernels via SPDEs.

    Python 16 2

  5. VAI-Lab VAI-Lab Public

    Modular pipeline for design assistance. PYPi Package: https://pypi.org/project/vai-lab

    Python 14

  6. node-BNN-covariate-shift node-BNN-covariate-shift Public

    Repository for the paper Tackling covariate shift with node-based Bayesian neural networks (ICML 2022 oral)

    Python 11

Repositories

Showing 10 of 21 repositories
  • atom-team Public

    The Artificial agent with Theory of Mind FCAI team.

    AaltoPML/atom-team's past year of commit activity
    4 0 0 0 Updated Mar 11, 2026
  • Zero-Shot-Assistance-in-Sequential-Decision-Problems Public
    AaltoPML/Zero-Shot-Assistance-in-Sequential-Decision-Problems's past year of commit activity
    Julia 2 MIT 0 0 0 Updated Sep 19, 2025
  • Preference-Learning-with-a-human-like-model-of-choice Public

    Code for Preference Learning of Latent Decision Utilities with a Human-like Model of Preferential Choice (NeurIPS 2024)

    AaltoPML/Preference-Learning-with-a-human-like-model-of-choice's past year of commit activity
    Python 1 0 0 0 Updated Dec 5, 2024
  • node-BNN-covariate-shift Public

    Repository for the paper Tackling covariate shift with node-based Bayesian neural networks (ICML 2022 oral)

    AaltoPML/node-BNN-covariate-shift's past year of commit activity
    Python 11 0 0 0 Updated Jul 16, 2024
  • human-in-the-loop-predictive-maintenance Public
    AaltoPML/human-in-the-loop-predictive-maintenance's past year of commit activity
    Python 10 Apache-2.0 1 0 0 Updated Jun 4, 2024
  • FoRDE Public

    Repository for the paper Input-gradient space particle inference for neural network ensembles (ICLR 2024 spotlight)

    AaltoPML/FoRDE's past year of commit activity
    Python 4 BSD-2-Clause 0 0 0 Updated May 5, 2024
  • VAI-Lab Public

    Modular pipeline for design assistance. PYPi Package: https://pypi.org/project/vai-lab

    AaltoPML/VAI-Lab's past year of commit activity
    Python 14 0 0 0 Updated Dec 22, 2023
  • BOSMOS Public

    Code for replicating the experiments in the "Online simulator-based experimental design for cognitive model selection" paper

    AaltoPML/BOSMOS's past year of commit activity
    Python 6 1 0 0 Updated Nov 27, 2023
  • LFI-with-DGPs Public

    Code from the Likelihood-Free Inference with Deep Gaussian Processes paper

    AaltoPML/LFI-with-DGPs's past year of commit activity
    Python 0 MIT 0 0 0 Updated Nov 27, 2023
  • LFI-in-SSMs-with-UD Public

    Code from the Likelihood-Free Inference in State-Space Models with Unknown Dynamics paper

    AaltoPML/LFI-in-SSMs-with-UD's past year of commit activity
    Python 1 BSD-3-Clause 0 0 0 Updated Nov 27, 2023
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