probabilistic inference

310 papers

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Co-occurring keywords

graphical model (863) bayesian inference (1904) variational inference (2069) belief propagation (177) bayesian network (378) probabilistic modeling (851) approximate inference (253) markov chain monte carlo (724) lifted inference (46) message passing (578)

Papers

Stein Variational Ergodic Search RSS 2024

A Compositional Atlas for Algebraic Circuits NIPS 2024

Sourcerer: Sample-based Maximum Entropy Source Distribution Estimation NIPS 2024

On the Expressive Power of Tree-Structured Probabilistic Circuits NIPS 2024

Adaptive Meta-Learning Probabilistic Inference Framework for Long Sequence Prediction AAAI 2024

DGPO: Discovering Multiple Strategies with Diversity-Guided Policy Optimization AAAI 2024

Self-supervised Neural Factor Analysis for Disentangling Utterance-level Speech Representations ICML 2023

SynJax: Structured Probability Distributions for JAX EMNLP 2023

Model-based Validation as Probabilistic Inference L4DC 2023

Discrete Langevin Samplers via Wasserstein Gradient Flow AISTATS 2023

Scaling integer arithmetic in probabilistic programs UAI 2023

TopicFM: Robust and Interpretable Topic-Assisted Feature Matching AAAI 2023

Perception for General-purpose Robot Manipulation AAAI 2023

NeoMaPy: A Framework for Computing MAP Inference on Temporal Knowledge Graphs IJCAI 2023

Sparse Graph Learning from Spatiotemporal Time Series JMLR 2023

ThinkSum: Probabilistic reasoning over sets using large language models ACL 2023

Establishing Markov equivalence in cyclic directed graphs UAI 2023

Credal Marginal MAP NIPS 2023

Lifted Inference with Linear Order Axiom AAAI 2023

Local Message Passing on Frustrated Systems UAI 2023

Not all Strongly Rayleigh Distributions Have Small Probabilistic Generating Circuits ICML 2023

Accelerating Inverse Learning via Intelligent Localization with Exploratory Sampling AAAI 2023

Characteristic Circuits NIPS 2023

Probabilistic Inference in Reinforcement Learning Done Right NIPS 2023

Semantic Strengthening of Neuro-Symbolic Learning AISTATS 2023