SOTAVerified

Bayesian Inference

Bayesian Inference is a methodology that employs Bayes Rule to estimate parameters (and their full posterior).

Papers

Showing 201225 of 2226 papers

TitleStatusHype
Variational Bayesian Monte CarloCode1
Scalable Gaussian Processes with Grid-Structured Eigenfunctions (GP-GRIEF)Code1
Understanding and Accelerating Particle-Based Variational InferenceCode1
Sequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive FlowsCode1
Variational Autoencoders for Collaborative FilteringCode1
Parallel Streaming Wasserstein BarycentersCode1
Differentially Private Variational Inference for Non-conjugate ModelsCode1
BioEM: GPU-accelerated computing of Bayesian inference of electron microscopy imagesCode1
Stein Variational Gradient Descent: A General Purpose Bayesian Inference AlgorithmCode1
The Population Posterior and Bayesian Inference on StreamsCode1
Variational Dropout and the Local Reparameterization TrickCode1
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep LearningCode1
Weight Uncertainty in Neural NetworksCode1
SAME but Different: Fast and High-Quality Gibbs Parameter EstimationCode1
Semi-Supervised Learning with Deep Generative ModelsCode1
Bayesian inference for logistic models using Polya-Gamma latent variablesCode1
A Simple Approximate Bayesian Inference Neural Surrogate for Stochastic Petri Net ModelsCode0
The Bayesian Approach to Continual Learning: An Overview0
Estimating Interventional Distributions with Uncertain Causal Graphs through Meta-Learning0
Scalable Bayesian Low-Rank Adaptation of Large Language Models via Stochastic Variational Subspace InferenceCode0
Generative Diffusion Receivers: Achieving Pilot-Efficient MIMO-OFDM CommunicationsCode0
Bayesian Evolutionary Swarm Architecture: A Formal Epistemic System Grounded in Truth-Based Competition0
Coherent Track-Before-Detect0
Bayesian Inference for Left-Truncated Log-Logistic Distributions for Time-to-event Data Analysis0
Bayesian Epistemology with Weighted Authority: A Formal Architecture for Truth-Promoting Autonomous Scientific Reasoning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1F-SWAAccuracy83.61Unverified
2F-SWAGAccuracy80.93Unverified