latent variable model

Causal Discovery with Metadata-Informed Latent Types UAI 2026 Embedding Network Autoregression for Time Series Analysis and Causal Peer Effect Inference JMLR 2026 Learning a Spatial Partitioning and its Causal Relations from Temporal Data CLeaR 2026 Learning by Analogy: A Causal Framework for Compositional Generalization CVPR 2026 Learning Latent Energy-Based Models via Interacting Particle Langevin Dynamics UAI 2026 Negative Binomial Variational Autoencoders for Overdispersed Latent Modeling CVPR 2026 Neural Network Parameter-optimization of Gaussian Pre-marginalized Directed Acyclic Graphs JMLR 2026 Particle Dynamics for Latent-Variable Energy-Based Models UAI 2026 Bayesian Regularization of Latent Representation ICLR 2025 Denoising Diffusion Variational Inference: Diffusion Models as Expressive Variational Posteriors AAAI 2025 Differentiable Causal Discovery for Latent Hierarchical Causal Models ICLR 2025 Enhancing Uncertainty Estimation and Interpretability with Bayesian Non-negative Decision Layer ICLR 2025 Error bounds for particle gradient descent, and extensions of the log-Sobolev and Talagrand inequalities JMLR 2025 Exponential Family Graphical Models: Correlated Replicates and Unmeasured Confounders, with Applications to fMRI Data JMLR 2025 FFHFlow: Diverse and Uncertainty-Aware Dexterous Grasp Generation via Flow Variational Inference CoRL 2025 Fitted Neural Lossless Image Compression CVPR 2025 Geometric Collaborative Filtering with Convergence AISTATS 2025 GROOT-2: Weakly Supervised Multimodal Instruction Following Agents ICLR 2025 Hyper-Transforming Latent Diffusion Models ICML 2025 Logic-Regularized Verifier Elicits Reasoning from LLMs ACL 2025 Nonparametric Factor Analysis and Beyond AISTATS 2025 On the Out-of-Distribution Generalization of Self-Supervised Learning ICML 2025 Proximal Interacting Particle Langevin Algorithms UAI 2025 Score matching through the roof: linear, nonlinear, and latent variables causal discovery CLeaR 2025 SIMPL: Scalable and hassle-free optimisation of neural representations from behaviour ICLR 2025