Issues

• [Feature Request]: Automated Out-of-Distribution (OOD) and misspecification check for observed data x_o

  feature request
  sbi-dev/sbi#2076 · Filter by author divyanshu07-code opened on Oct 17, 2026
  1

• Posterior sampling methods may ignore constructor-configured sampling limits

  bug
  sbi-dev/sbi#2075 · Filter by author shivansh023023 opened on Oct 17, 2026
  2

• process_prior's casting can lead to a type mismatch between the .support and samples of the output prior

  bug
  sbi-dev/sbi#2066 · Filter by author ThomasGesseyJonesPX opened on Oct 14, 2026
  2

• Bug Fix: Density calculation for UniformNormalConvolution with negative & zero scales

  sbi-dev/sbi#2062 · Filter by author YashDoesCode opened on Oct 12, 2026

• Feature: highest-posterior-density (HDR) credible intervals and smallest-area credible sets in sbi.analysis

  sbi-dev/sbi#2060 · Filter by author BHARATH0153 opened on Oct 11, 2026
  2

• fix(plot): support accelerator tensors in plotting utilities

  sbi-dev/sbi#2054 · Filter by author YashDoesCode opened on Oct 8, 2026

• process_device("mps") mutates global default dtype to float32

  sbi-dev/sbi#2052 · Filter by author YashDoesCode opened on Oct 8, 2026

• LC2ST_NF does not honor the LC2ST method contract

  API changesarchitectureblockeddiagnostics
  sbi-dev/sbi#2005 · Filter by author janfb opened on Sep 3, 2026
  2

• Posterior .to() methods fail on plain torch priors and drop cached state

  bug
  sbi-dev/sbi#2004 · Filter by author janfb opened on Sep 2, 2026
  5

  

• Refactor posterior .to() methods to not erase internal state

  sbi-dev/sbi#1995 · Filter by author Jocho-Smith opened on Aug 18, 2026
  2

  

• Simplify x_o workflow: enforce bind() as the canonical way to associate observations with potentials

  sbi-dev/sbi#1994 · Filter by author Jocho-Smith opened on Aug 18, 2026
  2

  

• DeprecationWarning: removing deprecated methods

  sbi-dev/sbi#1873 · Filter by author Jocho-Smith opened on Jun 2, 2026
  2

• Feature proposal: integrating CP4SBI (local conformal calibration of credible sets) into sbi

  diagnosticsenhancementresearch
  sbi-dev/sbi#1862 · Filter by author EliasConTildePY opened on May 10, 2026
  6

• Progress bar issue with sampling from MCMCPosterior

  bugneeds infosamplers
  sbi-dev/sbi#1838 · Filter by author MolinAlexei opened on Apr 8, 2026
  4

• Improve vector field adaptors to not require caching

  enhancementinferencescore-flow-matching
  sbi-dev/sbi#1783 · Filter by author manuelgloeckler opened on Feb 26, 2026
  2

• torch.sum in NPSE

  estimatorsscore-flow-matching
  sbi-dev/sbi#1685 · Filter by author michaeldeistler opened on Nov 3, 2025
  6

• Add support for multimodal data

  embedding-netsenhancementfeature request
  Feature

  sbi-dev/sbi#1672 · Filter by author StarostinV opened on Oct 7, 2025
  6

  

• Getting rid of posterior_nn, likelihood_nn,...

  API changesarchitectureestimators
  sbi-dev/sbi#1659 · Filter by author michaeldeistler opened on Sep 4, 2025
  2

  

• NaN/Inf present in the evaluation of the MoG proposal posterior SEIRb

  buginference
  sbi-dev/sbi#1570 · Filter by author ali-akhavan89 opened on Apr 17, 2025
  2

• Remaining To-Do for the new documentation website

  docs
  sbi-dev/sbi#1536 · Filter by author michaeldeistler opened on Mar 26, 2025
  14

• Inconsistency in documented/expected shapes for estimators

  bugestimators
  sbi-dev/sbi#1500 · Filter by author sethaxen opened on Mar 20, 2025
  6

• Adding interface to azula samplers

  enhancementhackathonsamplersscore-flow-matching
  sbi-dev/sbi#1468 · Filter by author gmoss13 opened on Mar 18, 2025
  4

• Multifidelity Simulation-based Inference for Computationally Expensive Simulators

  enhancementestimatorsfeature requestresearch
  sbi-dev/sbi#1457 · Filter by author anastasiakrouglova opened on Mar 17, 2025
  6

• Inconsistent state in LikelihoodEstimator

  architectureestimatorshackathon
  sbi-dev/sbi#1455 · Filter by author schroedk opened on Mar 17, 2025
  1

• Better training loop for diffusion models and flow matching

  enhancementinferenceresearchscore-flow-matching
  sbi-dev/sbi#1445 · Filter by author manuelgloeckler opened on Mar 13, 2025
  4