global-sensitivity-analysis joss morris numpy python salib sensitivity-analysis sensitivity-analysis-library sobol uncertainty uncertainty-quantification

Mathematics

automl deep-learning hpc hyperparameter-optimization machine-learning mpi multi-fidelity neural-architecture-search python pytorch raylib scalability uncertainty-quantification

active-learning calibration emulation ensemble gaussian-processes history-matching hut23 hut23-1468 mcmc neural-networks pytorch sensitivity-analysis uncertainty-quantification

Mathematics (37%)

metamodeling python reliability-analysis sensitivity-analysis test-functions uncertainty-quantification

bayesian-inference low-discrepancy-sequences mixture-models parameter-identification sequential-monte-carlo uncertainty-quantification

Political Science Artificial Intelligence and Machine Learning Sociology

hpc-applications python simulation uncertainty-quantification verification vvuq

awesome awesome-list conformal-prediction datascience deeplearning machine-learning machinelearning probability probability-distribution probability-distributions python r uncertainty uncertainty-estimation uncertainty-quantification

julia metamodeling monte-carlo-simulation reliability-analysis sensitivity-analysis uncertainty-quantification

latin-hypercube latin-hypercube-sampling monte-carlo monte-carlo-simulation probabilistic probability stochastic stochastic-process uncertainty-propagation uncertainty-quantification uncertainty-sampling

fusion-reactor modelling python tokamak uncertainty-quantification

gaussian-quadrature probability-distribution sensitivity-analysis sparse-grids statistics uncertainty-quantification variance-reduction

keras keras-tensorflow testing uncertainty uncertainty-neural-networks uncertainty-quantification

bayesian-neural-networks conformal-prediction deep-learning earth-observation predictive-uncertainty pytorch pytorch-lightning uncertainty-quantification

machine-learning out-of-distribution response-surface-model sosaa uncertainty-quantification

ensemble-methods ensembles global-sensitivity-analysis non-intrusive optimization optimization-tools parallel-computing parameter-estimation sensitivity-analysis uncertainty-quantification

active-learning gaussian-processes model-emulation polynomial-chaos-expansion reduced-order-models reduced-order-surrogate-model surrogate uncertainty-quantification uq

conditional-normalizing-flows full-waveform-inversion normalizing-flows uncertainty-quantification variational-inference

differential-equations differentialequations integration julia ode scientific-machine-learning sciml uncertainty-quantification uq

automation data-analysis gaussian-processes interpreatable-ai machine-learning maximum-a-posteriori python statistical-analysis uncertainty-quantification

dynamical-systems gpc polynomial-chaos-expansion uncertainty-estimation uncertainty-propagation uncertainty-quantification

computational-modeling neuroscience python sensitivity-analysis uncertainty-quantification

ai bayesian-inference calibration conformal-prediction deep-learning flax jax machine-learning ml model-calibration neural-networks uncertainty uncertainty-calibration uncertainty-estimation uncertainty-quantification

data-assimilation ensemble-kalman-filter nonlinear-systems particle-filter uncertainty-quantification variational-method

amortized-inference awesome awesome-lists bayesian-inference inverse-problems uncertainty-quantification

archaeological-datasets archaeological-science archaeology book bookdown-book complex-networks education graph-theory network network-analysis network-visualization social-network-analysis spatial uncertainty-quantification

bayesian bayesian-data-analysis data-driven data-science decision-analysis decision-making decision-model decision-support decision-theory experimental-design high-performance-computing information-gap information-theory julia mads model-analysis model-driven predictive-analysis uncertainty-quantification

finite-element-analysis hut23 hut23-183 probabilistic-numerics uncertainty-quantification

gaussian-processes hut23 hut23-231 hut23-232 uncertainty-quantification

data-science forecasting mean naive probabilistic probabilistic-programming probability python scipy seasonal-naive simple simple-models time-series uncertainty-quantification

earthquake-simulation hut23 hut23-231 hut23-232 uncertainty-quantification

earthquakes hut23 hut23-231 hut23-232 uncertainty-quantification

earthquake-simulations fabsim3 hut23 hut23-231 hut23-232 uncertainty-quantification

julia-package mathematical-modelling statistical-inference statistics-modeling uncertainty-propagation uncertainty-quantification

data-analysis error-analysis explainability explainable-ai machine-learning nlp saliency-map similarity-analysis text-classification uncertainty-quantification xai

ai-evaluation ai-safety confidence-estimation confidence-score hallucination hallucination-detection hallucination-evaluation hallucination-mitigation llm llm-evaluation llm-hallucination llm-safety uncertainty-estimation uncertainty-quantification

confidence-intervals estimation facial-recognition matching-tasks speaker-recognition statistical-inference uncertainty-quantification

acf autocorrelation-function autocorrelation-integral characteristic-timescales data-analysis exponential-correlation-time integrated-correlation-time lgpl molecular-dynamics open-source post-processing power-spectral-distribution psd python-package scientific-computing stacie time-correlation transport-properties uncertainty-quantification

abc active-learning approximate-bayesian-computation bayesian-calibration bayesian-optimization bayesian-quadrature evolutionary-algorithms experimental-design history-matching model-calibration optimal-experimental-design optimisation reliability-analysis sbi sensitivity-analysis simulation-based-inference surrogate-based-optimization surrogate-models uncertainty-analysis uncertainty-quantification

biodiversity-indicators data-cubes r rstats uncertainty-quantification uncertainty-visualisation

high-dimensional-data machine-learning pytorch radio-interferometry uncertainty-quantification

biodiversity-indicators data-cubes r rpackage uncertainty-quantification uncertainty-visualisation

deep-ensemble u-net uncertainty-analysis uncertainty-estimation uncertainty-neural-networks uncertainty-quantification

data-analysis metamodel optimization probability-distribution python reliability sensitivity stochastic-process uncertainty-quantification

autoregressive-moving-average bayesian-inference calibration electrophysiology gaussian-processes model-discrepancy uncertainty-quantification

abc active-learning approximate-bayesian-computation bayesian-calibration bayesian-inference bayesian-statistics evolutionary-algorithms history-matching optimal-experimental-design sbi sensitivity-analysis surrogate-based-optimization surrogate-models uncertainty-quantification

deep-learning explainability explainable-ai explanation lime machine-learning neural-network neurips-2021 shap uncertainty uncertainty-quantification

particle-image-velocimetry python uncertainty-quantification

automatic-parallelization design-of-experiments gaussian-processes modelling sensitivity-analysis symbolic-regression uncertainty-quantification

structural-engineering structural-reliability system-reliability uncertainty-quantification

Physics (40%)

bayesian-regression image-classification inferno machine-learning neural-networks uncertainty-quantification x-ray-images

bayesian-inference conditional-normalizing-flows full-waveform-inversion generative-ai normalizing-flows uncertainty-quantification

decision-analysis evpi expert-knowledge-elicitation food-environment garden monte-carlo pareto-front pls-vip school-garden uncertainty-quantification

abci accelerating-cavities eigenmode genetic-algorithm monte-carlo-simulation multiobjective-optimization multipac multipacting optimization-algorithms particle-physics radiofrequency rf-cavity sensitivity-analysis slans uncertainty-quantification wakefield