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probabilistic modeling

851 papers

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PM

Co-occurring keywords

bayesian inference (1904) variational inference (2069) probabilistic model (476) graphical model (863) uncertainty quantification (1365) generative model (2889) bayesian network (378) causal inference (1619) latent variable model (564) probabilistic inference (310)

Papers

Neural Markov Jump Processes ICML 2023
Concurrent Multi-Label Prediction in Event Streams AAAI 2023
Redactor: A Data-Centric and Individualized Defense against Inference Attacks AAAI 2023
Recovering Top-Two Answers and Confusion Probability in Multi-Choice Crowdsourcing ICML 2023
Deriving Language Models from Masked Language Models ACL 2023
Compressing Tabular Data via Latent Variable Estimation ICML 2023
Not all Strongly Rayleigh Distributions Have Small Probabilistic Generating Circuits ICML 2023
Probabilities of Causation: Role of Observational Data AISTATS 2023
Tree-shape Uncertainty for Analyzing the Inherent Branching Bias of Unsupervised Parsing Models CONLL 2023
NormMark: A Weakly Supervised Markov Model for Socio-cultural Norm Discovery ACL 2023
Sparse Maximum Margin Learning from Multimodal Human Behavioral Patterns AAAI 2023
Dimension-Grouped Mixed Membership Models for Multivariate Categorical Data JMLR 2023
Anytime User Engagement Prediction in Information Cascades for Arbitrary Observation Periods AAAI 2023
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval NIPS 2023
AutoNF: Automated Architecture Optimization of Normalizing Flows with Unconstrained Continuous Relaxation Admitting Optimal Discrete Solution AAAI 2023
Undirected Probabilistic Model for Tensor Decomposition NIPS 2023
Bayesian Progressive Deep Topic Model with Knowledge Informed Textual Data Coarsening Process ICML 2023
Generalized Belief Transport NIPS 2023
SMURF-THP: Score Matching-based UnceRtainty quantiFication for Transformer Hawkes Process ICML 2023
Inference for mark-censored temporal point processes UAI 2023
A unified framework for information-theoretic generalization bounds NIPS 2023
Attention as Implicit Structural Inference NIPS 2023
Stimulus Verification Is a Universal and Effective Sampler in Multi-Modal Human Trajectory Prediction CVPR 2023
CBD: A Certified Backdoor Detector Based on Local Dominant Probability NIPS 2023
Multi Time Scale World Models NIPS 2023