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Posts tagged #BayesianInference

JESTER: JAX-accelerated nuclear equation of state inference for neutron stars - decode stellar mysteries with GPU-powered Bayesian analysis and TOV solvers

github.com/nuclear-multimessenger-a...

#NeutronStars #BayesianInference #MultimessengerAstronomy

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This paper presents torchtree, a flexible Python/PyTorch framework for #phylogenetic model development and inference using variational Bayes and other gradient-based methods. 🚀🌳 #BayesianInference #PyTorch #Bioinformatics
📄 https://doi.org/10.1093/sysbio/syaf047
👤 EVBC member: Marc A. Suchard

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Inverse Bayesian Methods for Groundwater Vulnerability Assessment
www.mdpi.com/2673-9984/12...

By Nasrin Taghavi et al.
Presented at the 43rd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering

#BayesianInference #WaterSecurity

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Sometimes science starts with something as simple as loving the smell of vanilla 🌿

#ComputationalChemistry #DFT #BayesianInference #VibrationalSpectroscopy #RSCDigital

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Celebrating 43 years of probabilistic inference!
www.mdpi.com/2673-9984/12/1

Find more from the proceedings of the 43rd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering

#MaxEnt2024 #BayesianInference #DataScience #AI

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Bayesian Regularization for Dynamical System Identification: Additive Noise Models
www.mdpi.com/2673-9984/12...

By Robert K. Niven, Laurent Cordier, Ali Mohammad-Djafari, Markus Abel and Markus Quade
From the MaxEnt 2024 Workshop

#BayesianInference #DynamicalSystems #ModelSelection

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Fast Bayesian inference is great… until you’re babysitting convergence.

@alex-andorra.bsky.social is joined by Martin Ingram to explore DADVI a more predictable, less noisy approach to variational inference that makes trade-offs explicit instead of mysterious

🎧 lnkd.in/gAX2iaHz

#bayesianinference

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On Singular Bayesian Inference of Underdetermined Quantities—Part I: Invariant Discrete Ill-Posed Inverse Problems in Small and Large Dimensions
www.mdpi.com/2673-9984/12...

By Fabrice Pautot
From the MaxEnt 2024

#BayesianInference #UncertaintyQuantification

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Chimpanzees are natural scientists Humans and chimpanzees share the potential to rationally revise their beliefs

#evolution
#rationality
#bayesianinference

In experiments on the probable location of a treat, "chimpanzees can update their beliefs on the basis of the quantity and quality of new evidence" - as we do & Darwin suggested in The Descent of Man.

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Simulation-calibrated Bayesian inference for progenitor properties of
the microquasar SS 433
Austin MacMaster, Brydyn Mac Intyre et al.
Paper
Details
#Astrophysics #BayesianInference #MicroquasarSS433

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Ensemble Kalman Update Proven Near‑Optimal Among Affine Bayesian Maps

Ensemble Kalman Update Proven Near‑Optimal Among Affine Bayesian Maps

The Ensemble Kalman Update is proven near‑optimal among affine Bayesian maps, exact for a class beyond Gaussian, confirming reliability in weather and climate forecasting. getnews.me/ensemble-kalman-update-p... #ensemblekalman #bayesianinference

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Trans-Dimensional Diffusive Nested Sampling for Metabolic Network Inference
www.mdpi.com/2673-9984/12...

By Johann Fredrik Jadebeck et al.
From the MaxEnt 2024 Conference

#BayesianInference #MetabolicModeling #NestedSampling

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Variational Autoencoder Improves Bayesian Inverse Problem Uncertainty

Variational Autoencoder Improves Bayesian Inverse Problem Uncertainty

A new VAE loss aligns latent space with the true posterior, proves convergence for affine forward maps, and matches MCMC accuracy on a Laplace equation. Read more: getnews.me/variational-autoencoder-... #variationalautoencoders #bayesianinference

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Bayesian Inference and Learning in Nonlinear Dynamical Systems: A
Framework for Incorporating Explicit and Implicit Prior Knowledge
Björn Volkmann, Jan-Hendrik Ewering et al.
Paper
Details
#BayesianInference #NonlinearDynamicalSystems #MachineLearningTheory

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Bayesian method infers viral fitness landscapes from phylogenetic trees, supporting evolutionary modeling and phylodynamics research.
#Phylogenetics #BayesianInference #FitnessLandscape
👤EVBC: Niko Beerenwinkel 
🔗

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when #AllElseFails apply an #BayesianInference and tell your #Boss to get #Fucked in other words, probablistic chance dictated you would have #Diarrhea on a #Friday@RushHour #DamnTheMan #FastFoodRevolution #LOL #Satire #News
I mean fucking #Duh you #StupidAssholes! #Resist #Resists #Resistance #⭕✌️⭕

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Computational Psychiatry Conference Tübingen, Germany (July 14-16, 2025)

What a wonderful morning to head to #CPC2025 in Tübingen. Can‘t wait for the fantastic input & people! Our lab will have 2 posters on Wed on the influence of 1) nutrition & 2) stress on learning processes in reward & social contexts (3.32 and 3.45). #beliefupdating #bayesianinference

www.cpconf.org

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"Ever wondered how quantum devices get calibrated without extra measurements? Discover how Bayesian inference is unlocking superconducting qubits! Share your thoughts! #QuantumComputing #BayesianInference #QuantumTech" LINK

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New episode is out, about how to scale #BayesianInference to #BigData and #BigModels!

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The Cognitive Architecture of Pattern Recognition: A Psychological and Computational Lens | M. G. Claybrook Ever wonder why your brain sees shapes in the clouds… or why you just knew that plot twist was coming? Or maybe you've felt the thrill of spotting a connection that no one else saw—like a hidden threa...

Why Smart People See the World Differently: mgclaybrook.com/blog/the-cog... #PatternRecognition #CognitiveScience #Gestalt #BayesianInference #ThinkingTools #WriterTips #PsychologyExplained #Trump #Musk #GoodMorning #booksky

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Bayesian inference of functional asymmetry in a ligand-gated ion channel
Moffatt, L., Pierdominici-Sottile, G.
Paper
Details
#BayesianInference #LigandGatedIonChannels #NeuroscienceResearch

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My theory of reality (for non-pros) is loosely based on #BayesianInference, or "most people agree water is wet".

If you're arguing "fire burns", or the on-paper text of the verdict, your theories and predictions are likely to hold true.

Not my job to vet you for #antifa, but you pass logic 102. :)

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Bayesian Evidence Accumulation in Experimental Mathematics: A Case Study of Four Irrational Numbers Many questions in experimental mathematics are fundamentally inductive in nature. Here we demonstrate how Bayesian inference—the logic of partial beliefs—can be used to quantify the evidence that finite data provide in favor of a general law. As a concrete example we focus on the general law which posits that certain fundamental constants (i.e., the irrational numbers \pi, e, \sqrt{2}, and ln 2) are normal; specifically, we consider the more restricted hypothesis that each digit in the constant’s decimal expansion occurs equally often. Our analysis indicates that for each of the four constants, the evidence in favor of the general law is overwhelming. We argue that the Bayesian paradigm is particularly apt for applications in experimental mathematics, a field in which the plausibility of a general law is in need of constant revision in light of data sets whose size is increasing continually and indefinitely.

"Bayesian Evidence Accumulation in Experimental Mathematics: A Case Study of Four Irrational Numbers" by Quentin Gronau and Eric-Jan Wagenmakers. #ExperimentalMath #BayesianInference #MathSky

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A huge thanks to Ignacio and all the participants who made this edition so engaging—it's been a pleasure to learn alongside you!

#TScourses #KeepLearning #Phylogenetics #ComparativeMethods #JuliaLang #EvolutionaryBiology #TraitEvolution #BayesianInference

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Bayesian Breakthrough in Quantum Dot Charge Detection Researchers from Tohoku University have developed a Bayesian inference-based method that vastly improves charge state detection in quantum dots, a breakthrough poised to enhance quantum computing and nanoscale sensor technologies.

New Bayesian method boosts quantum dot charge detection—faster, smarter quantum tech is here. #QuantumComputing #BayesianInference #NanoTech

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Grateful to an amazing team:
Hong-Ye Hu, PhD, Andi Gu, Swarnadeep Majumder, Hang Ren, Yipei Zhang, Derek S. Wang, Yi-Zhuang You, Susanne Yelin, Alireza Seif 🙏

Original post: thanks Hong-Ye!
#QuantumComputing #NISQ #BayesianInference #QuantumTomography #NatureCommunications

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LSA Registration Linguistics Society of America Summer Institute

#LSA #LSA2025 #Linguistics #Bayesian #BayesianInference #LanguageEvolution #ProbabilisticModels #QuantitativeMethods #Statistics #R #LanguageChange #Typology #LanguagePhylogenies

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How to reconcile when we get different sequential moral decision effects?!?

@amrotella.bsky.social argues that if you take into account #reputation, #signaling, and #BayesianInference, you can predict when and why you will see #licensing vs #consistency!

#ehbea2025 #moraldecisions

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“I want all this deep learning, transformer, attention stuff to automate my trading algo - but can you make it Bayesian?”

Not today, Satan

#deeplearning #rfp #freelancer #rstats #python #bayesianInference

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How do AI systems reason under uncertainty? Bayesian Networks use probability to make smarter decisions in fields like healthcare, fraud detection, and autonomous systems. By updating beliefs with new data, they help AI navigate uncertainty. #BayesianInference #AIProbabilities #SmartDecisionMaking

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