Robuta

https://deepai.org/publication/guiding-energy-based-models-via-contrastive-latent-variables Guiding Energy-based Models via Contrastive Latent Variables | DeepAI Mar 6, 2023 - 03/06/23 - An energy-based model (EBM) is a popular generative framework that offers both explicit density and architectural flexibility, but... latent variablesguidingenergybasedmodels https://openreview.net/forum?id=BZYIEw4mcY Efficient and Trustworthy Causal Discovery with Latent Variables and Complex Relations | OpenReview Most traditional causal discovery methods assume that all task-relevant variables are observed, an assumption often violated in practice. Although some recent... causal discoverylatent variablesefficienttrustworthy https://elifesciences.org/articles/89337 Neural criticality from effective latent variables | eLife Signatures of criticality that have been observed across diverse neural systems, such as power-law avalanche distributions and exponent relationships, can... latent variablesneuralcriticalityeffectiveelife https://deepai.org/publication/posterior-ratio-estimation-for-latent-variables Posterior Ratio Estimation for Latent Variables | DeepAI Feb 15, 2020 - 02/15/20 - Density Ratio Estimation has attracted attention from machine learning community due to its ability of comparing the underlying di... latent variablesposteriorratioestimationdeepai https://openreview.net/forum?id=fGhr39bqZa Recovery of Causal Graph Involving Latent Variables via Homologous Surrogates | OpenReview Causal discovery with latent variables is an important and challenging problem. To identify latent variables and infer their causal relations, most existing... latent variablesrecoverycausalgraph https://ideas.repec.org/p/hhs/gunefd/2020_022.html Assessing the Incorporation of Latent Variables in the Estimation of the Value of a Statistical Life Downloadable! We explore the incorporation of latent variables (attitudes, beliefs, and perceptions) in the estimation of the value of a statistical life using... latent variables https://openreview.net/forum?id=tCB-SCt5wWG Actively Identifying Causal Effects with Latent Variables Given Only Response Variable Observable |... Learning the ancestral graph by partial information under active interventions and identifying the causal effects. latent variables https://en.wikipedia.org/wiki/Latent_variable Latent and observable variables - Wikipedia latentobservablevariableswikipedia https://arxiv.org/html/2506.07517v1 Addressing Correlated Latent Exogenous Variables in Debiased Recommender Systems addressingcorrelatedlatentvariablesrecommender https://www.iza.org/publications/dp/12740/the-intergenerational-transmission-of-health-in-the-united-states-a-latent-variables-analysis The Intergenerational Transmission of Health in the United States: A Latent Variables Analysis |... Social scientists have long documented that many components of socioeconomic status such as income and education have strong ties across generations.... https://jmlr.org/papers/v21/19-407.html Switching Regression Models and Causal Inference in the Presence of Discrete Latent Variables https://jmlr.org/papers/v21/19-260.html Learning Linear Non-Gaussian Causal Models in the Presence of Latent Variables causal models https://jmlr.org/papers/v26/24-0309.html Substitute Adjustment via Recovery of Latent Variables substituteadjustmentviarecoverylatent https://arxiv.org/abs/2008.03971v1 [2008.03971v1] A Note on Likelihood Ratio Tests for Models with Latent Variables Abstract page for arXiv paper 2008.03971v1: A Note on Likelihood Ratio Tests for Models with Latent Variables https://arxiv.org/abs/0806.4802 [0806.4802] A new Hedging algorithm and its application to inferring latent random variables Abstract page for arXiv paper 0806.4802: A new Hedging algorithm and its application to inferring latent random variables https://jmlr.org/papers/v21/19-930.html Efficient Inference for Nonparametric Hawkes Processes Using Auxiliary Latent Variables efficientinferencehawkesprocessesusing https://openreview.net/forum?id=pUZBQd-yFk7 Robustifying Algorithms of Learning Latent Trees with Vector Variables | OpenReview We robustify the structure learning algorithms of latent tree-structured graphical models and derive the first instance-dependent impossibility result of... algorithmslearninglatenttreesvector