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ReactiveBayes

7 indexed repositories · View on GitHub

RxInfer.jl
Julia package for automated Bayesian inference on a factor graph with reactive message passing

Jupyter Notebook · 415 stars
ReactiveMP.jl
High-performance reactive message-passing based Bayesian inference engine

Julia · 118 stars
RxInferExamples.jl
This repository contains examples for RxInfer.jl

Jupyter Notebook · 28 stars
ExponentialFamily.jl
ExponentialFamily.jl is a Julia package that extends the functionality of Distributions.jl by providing a collection of exponential famil...

Julia · 15 stars
ExponentialFamilyProjection.jl
A library to project an arbitrary function to an exponential family member distribution with the manifold optimization

Julia · 11 stars
rxinfer-fastmcp-example
A simple example to demonstrate how to call RxInfer from Python's code and return the result to an LLM with MCP protocolg2

Julia · 2 stars
RxInferBenchmarks.jl
A dashboard of rxinfer performance metrics over time

TypeScript · 0 stars

Beginner friendly Everything

Open All

Test suite does not cover `getgradlogpartition` in `DefaultParametersSpace` Open

enhancement good first issue help wanted

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

ReactiveBayes/ExponentialFamily.jl#315 · Opened Sep 18, 2026
Autoregressive Active Inference: sign conventions, unreachable rules, and an EFE-landscape figure mismatch Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

ReactiveBayes/RxInferExamples.jl#93 · Opened Aug 18, 2026
[rxinfer-fastmcp-example] No automated tests or CI for the core Bayesian inference Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

ReactiveBayes/rxinfer-fastmcp-example#9 · Opened Aug 2, 2026
[rxinfer-fastmcp-example] Type instability: untyped struct fields, Union vectors, and closure-based basis Open

Difficulty 3/5 1-2 days Newbie friendliness 66/100

ReactiveBayes/rxinfer-fastmcp-example#8 · Opened Aug 2, 2026
[rxinfer-fastmcp-example] Features are not standardized; wide dynamic range hurts numerical conditioning Open

Difficulty 4/5 3-5 days Newbie friendliness 55/100

ReactiveBayes/rxinfer-fastmcp-example#7 · Opened Aug 2, 2026
[rxinfer-fastmcp-example] Raw exceptions and backtraces surfaced to the MCP client Open

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

ReactiveBayes/rxinfer-fastmcp-example#6 · Opened Aug 2, 2026
[rxinfer-fastmcp-example] NaN/Inf inputs propagate silently and are returned as status=success Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

ReactiveBayes/rxinfer-fastmcp-example#5 · Opened Aug 2, 2026
[rxinfer-fastmcp-example] Global inference state is racy across concurrent async MCP tool calls Open

Difficulty 4/5 3-5 days Newbie friendliness 58/100

ReactiveBayes/rxinfer-fastmcp-example#4 · Opened Aug 2, 2026
[rxinfer-fastmcp-example] run_bayesian_analysis allows unrestricted local file reads via file_path Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

ReactiveBayes/rxinfer-fastmcp-example#3 · Opened Aug 2, 2026
[rxinfer-fastmcp-example] Missing-data uncertainty inflation ignores the quadratic basis; reported price_std is overconfident Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

ReactiveBayes/rxinfer-fastmcp-example#2 · Opened Aug 2, 2026
[rxinfer-fastmcp-example] Training fails on CSVs that omit an optional feature column or contain missing values Open

Difficulty 4/5 3-5 days Newbie friendliness 55/100

ReactiveBayes/rxinfer-fastmcp-example#1 · Opened Aug 2, 2026
`collect_environment` indexes `Sys.cpu_info()[1]` unguarded Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

ReactiveBayes/RxInferBenchmarks.jl#16 · Opened Aug 2, 2026
Stable ordering / no dropped points when two fingerprints share a `first_seen_utc` Open

Difficulty 3/5 1-2 days Newbie friendliness 74/100

ReactiveBayes/RxInferBenchmarks.jl#15 · Opened Aug 2, 2026
Remove the unused `Random` dependency from the three models that declare it Open

Difficulty 2/5 1-3 hours Newbie friendliness 35/100

ReactiveBayes/RxInferBenchmarks.jl#14 · Opened Aug 2, 2026
Dataset construction is measured inside every inference phase — document so allocation/regression numbers are interpreted correctly Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

ReactiveBayes/RxInferBenchmarks.jl#13 · Opened Aug 2, 2026
Environment fingerprint omits machine capability — consider documenting / keying shared-runner pooling Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

ReactiveBayes/RxInferBenchmarks.jl#12 · Opened Aug 2, 2026
Regression / improvement badges ignore pooled-sample variance (fixed 3% mean-delta) Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

ReactiveBayes/RxInferBenchmarks.jl#11 · Opened Aug 2, 2026
Partial-failure benchmark runs are persisted with inflated per-run process counts (sample_count / runs-log over-claim) Open

Difficulty 4/5 3-5 days Newbie friendliness 68/100

ReactiveBayes/RxInferBenchmarks.jl#10 · Opened Aug 2, 2026
MEDIUM: very loose test tolerances + value-less assertions allow silent numerical regressions Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

ReactiveBayes/ReactiveMP.jl#629 · 2 comments · Opened Aug 2, 2026
MEDIUM: EqualityChain shares an unsynchronized mutable cache — race/lost-update hazard under AsyncScheduler Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

ReactiveBayes/ReactiveMP.jl#625 · 2 comments · Opened Aug 2, 2026
[MINOR, test config] Aqua method-ambiguities check is disabled Open

Difficulty 1/5 Under an hour Newbie friendliness 88/100

ReactiveBayes/ExponentialFamilyProjection.jl#107 · Opened Aug 2, 2026
[MINOR, test gap] Bonnet / GaussNewton supplementary-natural-parameter path is untested Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

ReactiveBayes/ExponentialFamilyProjection.jl#106 · Opened Aug 2, 2026
[MINOR, docs] Docstring/typo drift Open

Difficulty 3/5 1-2 days Newbie friendliness 72/100

ReactiveBayes/ExponentialFamilyProjection.jl#105 · Opened Aug 2, 2026
[MEDIUM] `ClosedFormStrategy` closure extraction grabs the first captured field with no type validation (silent wrong target) Open

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

ReactiveBayes/ExponentialFamilyProjection.jl#104 · Opened Aug 2, 2026
[MINOR] Supplementary-conditioner check uses identity (`!==`) instead of equality (`!=`) Open

Difficulty 1/5 Under an hour Newbie friendliness 88/100

ReactiveBayes/ExponentialFamilyProjection.jl#103 · Opened Aug 2, 2026
[MINOR] `MLEStrategy` lacks friendly validation of empty / non-finite sample arrays (cryptic internal errors) Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

ReactiveBayes/ExponentialFamilyProjection.jl#102 · Opened Aug 2, 2026
[MINOR] User-provided `rng` is force-reseeded; per-iteration Monte Carlo noise is independent of `niterations` Open

Difficulty 4/5 3-5 days Newbie friendliness 58/100

ReactiveBayes/ExponentialFamilyProjection.jl#101 · Opened Aug 2, 2026
[MINOR] `ControlVariateStrategy ==` ignores `base_logpdf_type` Open

Difficulty 1/5 1-3 hours Newbie friendliness 78/100

ReactiveBayes/ExponentialFamilyProjection.jl#100 · Opened Aug 2, 2026
[MEDIUM] `ClosedFormStrategy` throws `MethodError` for variational families with a non-constant base measure Open

Difficulty 4/5 3-5 days Newbie friendliness 55/100

ReactiveBayes/ExponentialFamilyProjection.jl#99 · Opened Aug 2, 2026
Issue 09 — `Bernoulli` natural-space `getlogpartition` overflows to `Inf` for large logits Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

ReactiveBayes/ExponentialFamily.jl#298 · Opened Aug 2, 2026
Issue 08 — `Binomial` natural-space `getgradlogpartition` → NaN for large logits Open

Difficulty 1/5 Under an hour Newbie friendliness 88/100

ReactiveBayes/ExponentialFamily.jl#297 · Opened Aug 2, 2026
Issue 07 — Minor: unused imports / dead code & doc drift Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

ReactiveBayes/ExponentialFamily.jl#296 · 1 comment · Opened Aug 2, 2026
Issue 06 — `InverseWishart` default-space log-partition uses `mvtrigamma` instead of `logmvgamma` Open

Difficulty 1/5 Under an hour Newbie friendliness 86/100

ReactiveBayes/ExponentialFamily.jl#295 · Opened Aug 2, 2026
Issue 05 — `Categorical` gradient & Fisher can silently become `NaN` for large natural parameters Open

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

ReactiveBayes/ExponentialFamily.jl#294 · Opened Aug 2, 2026
Issue 04 — `Geometric` default-space `getgradlogpartition` returns the wrong derivative Open

Difficulty 1/5 Under an hour Newbie friendliness 82/100

ReactiveBayes/ExponentialFamily.jl#293 · Opened Aug 2, 2026
Issue 03 — `Weibull` default (mean) parameter space helpers are broken Open

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

ReactiveBayes/ExponentialFamily.jl#292 · Opened Aug 2, 2026
Issue 02 — `NegativeBinomial` default (mean) parameter space helpers are broken Open

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

ReactiveBayes/ExponentialFamily.jl#291 · Opened Aug 2, 2026
[Bug]: infer(; warn = false) does not suppress GraphPPL warnings Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 48/100

ReactiveBayes/RxInfer.jl#655 · Opened May 11, 2026
[Task]: Create on_error event Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

ReactiveBayes/RxInfer.jl#620 · Opened Mar 24, 2026
[Task]: Display traced vector of events in Pluto Open

ReactiveBayes/RxInfer.jl#619 · 3 comments · 1 assignee · Opened Mar 24, 2026
[Feature]: Display traced vector of events in a nice UI Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

ReactiveBayes/RxInfer.jl#616 · 1 comment · 1 reaction · Opened Mar 24, 2026
[Feature]: Tutorial Open

enhancement

ReactiveBayes/RxInfer.jl#594 · 1 assignee · Opened Feb 4, 2026
[Feature]: Testing Open

enhancement

ReactiveBayes/RxInfer.jl#593 · 1 assignee · Opened Feb 4, 2026
[Feature]: Integration into ReactiveMP Open

enhancement

ReactiveBayes/RxInfer.jl#592 · 1 reaction · 1 assignee · Opened Feb 4, 2026
[Enhancement]: rtol interface for tests Open

enhancement

ReactiveBayes/ExponentialFamily.jl#281 · 1 comment · 2 assignees · Opened Jan 21, 2026
[Feature]: Mathematical Validation Gate Node Open

enhancement

ReactiveBayes/RxInfer.jl#586 · 2 comments · 1 assignee · Opened Dec 2, 2025
[Enhancement]: Generalize approximate_kernel_expectation to non-square matrices Open

enhancement

Difficulty 2/5 1-3 hours Newbie friendliness 45/100

ReactiveBayes/ReactiveMP.jl#563 · 1 comment · Opened Nov 25, 2025
[Epic]: Add Gate Node (Gaussian Inputs + Categorical Switch) to RxInfer Open

enhancement

ReactiveBayes/RxInfer.jl#583 · 1 assignee · Opened Nov 25, 2025
[Task]: Implement backwards messages in `Gamma` node Open

ReactiveBayes/ReactiveMP.jl#561 · 1 assignee · Opened Nov 21, 2025
Projection on Wishart is broken Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 20/100

ReactiveBayes/ExponentialFamilyProjection.jl#85 · Opened Nov 18, 2025

ReactiveBayes

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