#BayesianInference

I am delighted to announce that a draft of my latest book, “Probabilistic Machine Learning: Advanced Topics”, is now available online at It covers #DeepGenerativeModels, #BayesianInference, #Causality, #ReinforcementLearning, #DistributionShift, etc.

🚀 An update from the RxInfer team! We've added an experimental implementation of the Recurrent Switching Linear Dynamical Systems (RSLDS) model, inspired by Linderman et al.'s work ( Check it out here #BayesianInference #RxInfer

🎉 Exciting news! RxInfer 3.5.0 is out with non-conjugate inference and partial support for models without predefined rules. More flexibility and features coming soon! 🚀 Check it out: #RxInfer #DataScience #BayesianInference #MachineLearning

🚀 RxInfer v4.0.0 is here! New features include performance tracking, session monitoring & sharing, and improved HMM/POMDP examples. Breaking changes: Transition → DiscreteTransition, MatrixDirichlet → DirichletCollection. Try it now! #MachineLearning #BayesianInference

Prior beliefs are shaped by previous experience: @hansemsohn, @NarainNeuro, @nicognitive & @mjaztwit propose a neural implementation of beliefs in the frontal cortex through warping of cortical latent dynamics #bayesianinference @ScienceMIT

"Program Analysis of Probabilistic Programs" My PhD thesis is now available on arXiv! Contains: - A short intro to #BayesianInference - An intro to #ProbabilisticProgramming with examples in different PPLs - PPL program analysis papers with commentary

📣 Deal of the Day 📣 Oct 6 HALF OFF NEW MEAP! Grokking Bayes & selected titles: A complete guide to thinking in Bayes, full of fun illustrations and friendly introductions. @the_subtrahend #Bayesian #BayesianStatistics #BayesianInference #ProbabilisticProgramming #PyMC #stats #statistics Bayesian statistics is a framework for reasoning under uncertainty. You'll first build an intuition, and then translate that intuition into working code with Python tools like the PyMC library and ArviZ package. Along the way, you'll explore how Bayesian ideas connect to modern AI, from uncertainty-aware deep learning to LLM applications.

New Bayesian Structured Time Series example: predicting taco demand during #NeurIPS 2025 ⚡️ Learnable Dynamics 🔢 Non-Conjugacies 🏎️ Blazing Speed #JuliaLang #BayesianInference #DataScience

We’ve enhanced our Autoregressive models example for RxInfer! Starting with synthetic data and finishing with extensive AR predictions on real stock datasets. Bonus - a fully Bayesian ARMA model #BayesianInference #RxInfer #Autoregressive

Which of these two do you favour for deep learning? #Bayesian #BayesianInference #BayesianStatistics #UncertaintyQuantification #Uncertainty #ML #AI #MachineLearning #ArtificialIntelligence #DeepLearning #DL #ConformalPrediction #Calibration #ModelCalibration

Happy to announce that @InferenceActive joins the development of Together with @LazyDynamics they will expand our open-source tools and make them more accessible to researchers and developers! #ActiveInference #OpenSource #BayesianInference #AI

Real-time Bayesian planning for robotics, powered by our RxInfer SDK. Watch a drone dodge moving obstacles—live. Fast. Adaptive. Edge-ready. We’re partnering with robotics teams—DM us. #Robotics #BayesianInference #RxInfer

how to perform statistical updating of physics-based models? This paper will walk you through the steps of Monte Carlo Sampling Methods: MCMC, Transitional MCMC, and Sequential MC: matlab codes: #modelupdating #Bayesianinference

Bayesian Reasoning with Deep-Learned Knowledge by Jakob Knollmüller et al. #BayesianInference #DeepLearning

🚀 Calling all Bayesian enthusiasts! @ReactiveBayes needs YOU to shape the future of reactive, efficient & scalable inference. Join us in building Bayesian-driven autonomous agents with RxInfer.jl. Fork, contribute, discuss at #BayesianInference #Julia

A better way to estimate molecular orientations and reveal structural heterogeneity in cryo-EM @princeton @telavivuni1 @ActaCrystD @IUCr #OrientationEstimation #CryoElectronMicroscopy #BayesianInference

Lazy Dynamics just sharpened its vision: cleaner, shorter, hype-free. We're cutting through the noise to focus on what really matters. #BayesianInference #AI #MLOps #DecisionMaking

Want to make sense of data? 🤔 Discover the latest approaches to objective Bayesian inference and take your statistical analysis to the next level! Click to explore! #BayesianInference #Statistics #MachineLearning

Just published part 2 of my blog post series on Function-Space Variational Inference (FSVI) and the Data Processing Inequality (DPI). 🥳 Let's dive into FSVI and how it focues on predictions rather than parameters 🧵 #MachineLearning #BayesianInference

Bayesian Insights into X-ray Laue Oscillations: Quantitative Surface Roughness and Noise Modeling | JPS Hot Topics #BayesianInference #LaueOscillation #MCMC #JPSJ #JPSHotTopics