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https://ai.meta.com/research/publications/invariant-causal-prediction-for-block-mdps/ Invariant Causal Prediction for Block MDPs | Facebook AI Research Generalization across environments is critical for the successful application of reinforcement learning algorithms to real-world challenges. In this... causal prediction facebook ai invariant block mdps https://doc.dataiku.com/dss/latest/machine-learning/causal-prediction/index.html Causal Prediction — Dataiku DSS 14 documentation causal prediction dataiku dss documentation https://is.mpg.de/publications/karimietal23 On the Relationship Between Explanation and Prediction: A Causal View | MPI-IS Our goal is to understand the principles of Perception, Action and Learning in autonomous systems that successfully interact with complex environments and to... on the https://www.mdpi.com/2072-4292/12/9/1354 A Causal Long Short-Term Memory Sequence to Sequence Model for TEC Prediction Using GNSS... The necessity of predicting the spatio-temporal phenomenon of ionospheric variability is closely related to the requirement of many users to be able to obtain... https://pubmed.ncbi.nlm.nih.gov/26293461/ Prediction of Causal Candidate Genes in Coronary Artery Disease Loci Our results substantially revise the list of likely candidates for CAD and suggest that genome-wide association studies efforts in other diseases may benefit... coronary artery disease prediction causal candidate genes https://pmc.ncbi.nlm.nih.gov/articles/PMC12633725/ AVERAGED PREDICTION MODELS (APM): IDENTIFYING CAUSAL EFFECTS IN CONTROLLED PRE-POST SETTINGS WITH... To investigate causal impacts, many researchers use controlled pre-post designs that compare over-time differences between a population exposed to a policy... https://scholarworks.uvm.edu/items/8dac9ec1-0d4f-48d7-8d24-de4a5be24fcd Causal modeling and prediction over event streams In recent years, there has been a growing need for causal analysis in many modern stream applications such as web page click monitoring, patient health care... causal modeling prediction event streams https://arxiv.org/abs/2406.02320v1 [2406.02320v1] Compositional dynamic modelling for causal prediction in multivariate time series Abstract page for arXiv paper 2406.02320v1: Compositional dynamic modelling for causal prediction in multivariate time series https://research.ibm.com/publications/causal-markov-blanket-representation-learning-for-domain-generalization-prediction Causal Markov Blanket Representation Learning for Domain Generalization Prediction for ECCV 2024 -... Causal Markov Blanket Representation Learning for Domain Generalization Prediction for ECCV 2024 by Naiyu Yin et al. markov blanket representation learning domain generalization causal https://scholars.duke.edu/publication/1600909 Scholars@Duke publication: Preface: The 2023 ACM SIGKDD Workshop on Causal Discovery, Prediction... https://www.mdpi.com/1424-8220/23/16/7040 CaFANet: Causal-Factors-Aware Attention Networks for Equipment Fault Prediction in the Internet of... Existing fault prediction algorithms based on deep learning have achieved good prediction performance. These algorithms treat all features fairly and assume... https://arxiv.org/abs/2502.06343 [2502.06343] Prediction-Powered Causal Inferences Abstract page for arXiv paper 2502.06343: Prediction-Powered Causal Inferences prediction powered causal inferences https://gking.harvard.edu/publication/truth-is-stranger-than-prediction-more-questionable-than-causal-inference/ 'Truth' Is Stranger Than Prediction, More Questionable Than Causal Inference | Gary King Jan 1, 1991 - Robert Luskin's article in this issue provides a useful service by appropriately qualifying several points I made in my 1986 American Journal of Political... causal inference truth stranger prediction https://arxiv.org/html/2412.07446v4 A Causal World Model Underlying Next Token Prediction: Exploring GPT in a Controlled Environment