Issues

• Amortized inference (ais/avi) for non-parametric continuous mechanisms — proposal-head approximation strategy

  Giovannibriglia/NeuralBayesianNetworks#227 · Filter by author Giovannibriglia opened on Jun 19, 2026
  1

• Engine A (AIS): proposal quality refinements (flow head + ESS diagnostic)

  designenhancementv0.14
  Giovannibriglia/NeuralBayesianNetworks#185 · Filter by author Giovannibriglia opened on Jun 9, 2026

• v0.14: per-family tqdm progress bars — clearer family transitions and per-family ETAs on multi-family runs

  enhancementv0.14
  Giovannibriglia/NeuralBayesianNetworks#156 · Filter by author Giovannibriglia opened on Jun 5, 2026

• v0.14: Review paper figures for publication quality (per-role/per-kind decompositions, color scheme, layout)

  designenhancementv0.14
  Giovannibriglia/NeuralBayesianNetworks#152 · Filter by author Giovannibriglia opened on Jun 5, 2026
  1

• Investigate v0.13 result-schema redundancy: is long-format parquet the right long-term choice?

  designenhancementv0.14
  Giovannibriglia/NeuralBayesianNetworks#151 · Filter by author Giovannibriglia opened on Jun 4, 2026

• Per-node fit progress and per-query progress (deferred from logging refactor)

  designenhancementv0.14
  Giovannibriglia/NeuralBayesianNetworks#139 · Filter by author Giovannibriglia opened on Jun 3, 2026
  1

• gpytorch-gp-predict: accuracy_supported=False; continuous_lg timeouts at n≥500; nongauss timing anomaly; discrete/hybrid unimplemented

  adapterbenchmarkv0.8-target
  Giovannibriglia/NeuralBayesianNetworks#96 · Filter by author Giovannibriglia opened on May 20, 2026
  2

• Investigate variance amplification in synthetic continuous_nongauss BN generation (upstream of PR #90)

  enhancementv0.8-target
  Giovannibriglia/NeuralBayesianNetworks#91 · Filter by author Giovannibriglia opened on May 18, 2026
  2

• Principled query selection / coverage

  benchmarkenhancement
  Giovannibriglia/NeuralBayesianNetworks#74 · Filter by author Giovannibriglia opened on May 12, 2026

• bnlearn repository networks as a benchmark source

  benchmarkenhancement
  Giovannibriglia/NeuralBayesianNetworks#73 · Filter by author Giovannibriglia opened on May 12, 2026

• v0.8: Engineering carryover — weighted-min-fill, ablations A2/A3, nightly GPU runner

  v0.8-target
  Giovannibriglia/NeuralBayesianNetworks#48 · Filter by author Giovannibriglia opened on May 8, 2026

• v0.8: Ground-truth alternatives — analytic CG, ε-bandwidth, NUTS reference

  v0.8-target
  Giovannibriglia/NeuralBayesianNetworks#47 · Filter by author Giovannibriglia opened on May 8, 2026

• v0.8: CUDA performance pass — CUDA-graph capture, fused log-CPT factor, anomaly profile

  v0.8-target
  Giovannibriglia/NeuralBayesianNetworks#46 · Filter by author Giovannibriglia opened on May 8, 2026

• v0.7: pyro SVI / MCMC variant adapters

  v0.8-target
  Giovannibriglia/NeuralBayesianNetworks#33 · Filter by author Giovannibriglia opened on May 6, 2026