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@AaltoPML Aalto Probabilistic Machine Learning group

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    21 repositories

    • 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)
      0•0•0•0•Updated Oct 28, 2024Oct 28, 2024

    • node-BNN-covariate-shift

      Public
      Repository for the paper Tackling covariate shift with node-based Bayesian neural networks (ICML 2022)
      Python
      •1•10•0•0•Updated Jul 16, 2024Jul 16, 2024

    • human-in-the-loop-predictive-maintenance

      Public
      Python
      •
      Apache License 2.0
      •1•11•0•0•Updated Jun 4, 2024Jun 4, 2024

    • FoRDE

      Public
      Repository for the paper Input-gradient space particle inference for neural network ensembles (ICLR 2024)
      Python
      •
      BSD 2-Clause "Simplified" License
      •0•3•0•0•Updated May 5, 2024May 5, 2024

    • atom-team

      Public
      The Artificial agent with Theory of Mind FCAI team.
      0•2•0•0•Updated Jan 30, 2024Jan 30, 2024

    • VAI-Lab

      Public
      Modular pipeline for design assistance. PYPi Package: https://pypi.org/project/vai-lab
      frameworkmlpython
      Python
      •0•14•0•0•Updated Dec 22, 2023Dec 22, 2023

    • BOSMOS

      Public
      Code for replicating the experiments in the "Online simulator-based experimental design for cognitive model selection" paper
      Python
      •0•5•0•0•Updated Nov 27, 2023Nov 27, 2023

    • LFI-with-DGPs

      Public
      Code from the Likelihood-Free Inference with Deep Gaussian Processes paper
      Python
      •
      MIT License
      •0•0•0•0•Updated Nov 27, 2023Nov 27, 2023

    • LFI-in-SSMs-with-UD

      Public
      Code from the Likelihood-Free Inference in State-Space Models with Unknown Dynamics paper
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •0•1•0•0•Updated Nov 27, 2023Nov 27, 2023

    • tsgm

      Public
      Generative modeling of synthetic time series data
      Python
      •
      Apache License 2.0
      •17•1•0•0•Updated Oct 18, 2023Oct 18, 2023

    • ai_assistance_tutorial

      Public
      Jupyter notebook tutorial for AI assistance
      Jupyter Notebook
      •0•0•0•0•Updated Aug 30, 2023Aug 30, 2023

    • PPBO

      Public
      Projective Preferential Bayesian Optimization
      Python
      •
      MIT License
      •0•18•0•2•Updated Jul 6, 2023Jul 6, 2023

    • rMFBO

      Public
      Repository associated with the article "Multi-Fidelity Bayesian Optimization with Unreliable Information Sources"
      Python
      •
      Apache License 2.0
      •0•2•1•0•Updated Feb 24, 2023Feb 24, 2023

    • PINT

      Public
      Python
      •5•18•1•0•Updated Feb 7, 2023Feb 7, 2023

    • Zero-Shot-Assistance-in-Sequential-Decision-Problems

      Public
      Julia
      •
      MIT License
      •0•1•0•0•Updated Nov 30, 2022Nov 30, 2022

    • spatiotemporal-graph-kernels

      Public
      The official implementation of Non-separable Spatio-temporal Graph Kernels via SPDEs.
      machine-learninggraphsgaussian-processesspatio-temporal-analysisgraph-neural-networks
      Python
      •
      Apache License 2.0
      •2•16•0•0•Updated Jun 2, 2022Jun 2, 2022

    • Federated-SGLD

      Public
      Jupyter Notebook
      •1•1•0•0•Updated Jul 27, 2021Jul 27, 2021

    • informative_prior

      Public
      Code for "Informative Bayesian Neural Network Priors for Weak Signals"
      Jupyter Notebook
      •
      MIT License
      •2•0•0•0•Updated Dec 22, 2020Dec 22, 2020

    • Rethinking-pooling-in-GNNs

      Public
      Python
      •11•62•3•0•Updated Oct 24, 2020Oct 24, 2020

    • machine-teaching-of-active-sequential-learners

      Public
      Machine Teaching of Active Sequential Learners
      Python
      •
      GNU General Public License v3.0
      •2•9•0•0•Updated Dec 9, 2019Dec 9, 2019

    • knowledge-elicitation-for-precision-medicine

      Public
      Computational methods for Improving genomics-based predictions for precision medicine through active elicitation of expert knowledge
      MATLAB
      •2•2•0•0•Updated Apr 6, 2018Apr 6, 2018