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Bayesian & Probabilistic

4,733 papers (2 classified directly here)

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Papers (including subtopics)

Better-than-KL PAC-Bayes Bounds COLT 2024 Beyond Bayesian Model Averaging over Paths in Probabilistic Programs with Stochastic Support AISTATS 2024 Beyond IID weights: sparse and low-rank deep Neural Networks are also Gaussian Processes ICLR 2024 Beyond Single Stationary Policies: Meta-Task Players as Naturally Superior Collaborators NeurIPS 2024 Bidirectional Recurrence for Cardiac Motion Tracking with Gaussian Process Latent Coding NeurIPS 2024 Big Learning Expectation Maximization AAAI 2024 Bounding Box-based Multi-objective Bayesian Optimization of Risk Measures under Input Uncertainty AISTATS 2024 Breaking the curse of dimensionality in structured density estimation NeurIPS 2024 Bridge-IF: Learning Inverse Protein Folding with Markov Bridges NeurIPS 2024 Building Expressive and Tractable Probabilistic Generative Models: A Review IJCAI 2024 Calibrated One Round Federated Learning with Bayesian Inference in the Predictive Space AAAI 2024 Cascade of phase transitions in the training of energy-based models NeurIPS 2024 Categorical Flow Matching on Statistical Manifolds NeurIPS 2024 Cauchy Graphical Models PGM 2024 CausalCite: A Causal Formulation of Paper Citations ACL 2024 Causal Discovery from Poisson Branching Structural Causal Model Using High-Order Cumulant with Path Analysis AAAI 2024 Causal Effect Identification in a Sub-Population with Latent Variables NeurIPS 2024 Causal Structure Learning With Momentum: Sampling Distributions Over Markov Equivalence Classes PGM 2024 CGMGM: A Cross-Gaussian Mixture Generative Model for Few-Shot Semantic Segmentation AAAI 2024 Chain of Log-Concave Markov Chains ICLR 2024 Choosing the Number of Topics in LDA Models – A Monte Carlo Comparison of Selection Criteria JMLR 2024 Classification Diffusion Models: Revitalizing Density Ratio Estimation NeurIPS 2024 Classifier Calibration with ROC-Regularized Isotonic Regression AISTATS 2024 Collaborative Synthesis of Patient Records through Multi-Visit Health State Inference AAAI 2024 Colour Passing Revisited: Lifted Model Construction with Commutative Factors AAAI 2024