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Changelog

All notable changes to this project will be documented in this file.

The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.

[Unreleased]

0.4.0 - 2026-06-25

Added

  • (deep_causality_algorithms) opt-in O(du) MAP-config pruning for BRCD (near-linear path)
  • (deep_causality_algorithms) add dag_sampling uniform MEC DAG sampler
  • (deep_causality_algorithms) add dag_sampling — polynomial-time Clique-Picking AMO counter

Fixed

  • (deep_causality_algorithms) Fixed miri test config
  • (deep_causality_algorithms) Fixed miri test config
  • (deep_causality_algorithms,deep_causality_discovery) cache version tag, docs,
  • (deep_causality_algorithms) Removed dead code
  • (deep_causality_algorithms) remove latent panic in Clique-Picking AMO counter
  • (brcd,discovery) address QA findings (32-bit shift, DRY, Precision bound)
  • (deep_causality_algorithms) Resolved sorting order issues reported in #641
  • (deep_causality_algorithms) correct verification data path after brcd-paper move

Other

  • strengthen physics quantity assertions and fix review nits
  • (deep_causality_algorithms) close remaining coverage gaps with targeted branch tests
  • (deep_causality_algorithms) memoize invalid MapPrune orientations
  • (deep_causality_algorithms) updated
  • (deep_causality_algorithms) parallelize BRCD across candidates; add BRCD eval harnesses + companion papers
  • (deep_causality_algorithms) remove experimental BRCD thesis probes from verification
  • (deep_causality_algorithms) wire BRCD to the polynomial dag_sampling counter + sampler
  • Merge branch 'brcd-paper'
  • Generated new SBOM for all crates.
  • (papers) Reorganized publication by moving each paper into the crate where it is actually implemented.
  • Updated README file across multiple crates to meet project standard.

0.3.0 - 2026-06-09

Added

  • (deep_causality_algorithms) BOSS bootstrap CPDAG-uncertainty variant for BRCD
  • (deep_causality_algorithms) wire BOSS into brcd_run via an optional CPDAG (BREAKING)
  • (deep_causality_algorithms) BOSS structure-learning core for BRCD (score, GST, order search)
  • (deep_causality_algorithms) Updated SBOM
  • (deep_causality_algorithms) BRCD posterior assembly + driver (runs end-to-end)
  • (deep_causality_algorithms) BRCD F-node augmentation + cut-config enumeration + cache
  • (deep_causality_algorithms) BRCD F-integration (mixture of experts) + Dirichlet
  • (deep_causality_algorithms) BRCD ridge-Gaussian family estimator + transform ladder
  • (deep_causality_algorithms) BRCD logistic-regression gate (IRLS) + shared SPD solve
  • (deep_causality_algorithms) BRCD MEC engine — exact AMO enumeration over MixedGraph
  • (deep_causality_algorithms) BRCD causal-graph ops — Meek, validity, MEC over MixedGraph

Fixed

  • (deep_causality_algorithms) Fixed path to data in verification examples.

Other

  • (openspec) retarget the calculus change to deep_causality_calculus
  • (deep_causality_algorithms) supplied-vs-BOSS CPDAG comparison examples
  • (deep_causality_algorithms) BOSS structure-learning verification example
  • Merge remote-tracking branch 'origin/main'
  • (deep_causality_algorithms) Added benchmark for the BRCD algorithm. Implemented multiple performance improvements while keeping the verification results identical. Added parallel version for larger graphs.
  • (deep_causality_algorithms) Added benchmark for the BRCD algorithm.
  • (deep_causality) fix rustdoc intra-doc link warnings
  • (deep_causality_algorithms) improve test coverage.
  • (deep_causality_algorithms) Updated README.md
  • (deep_causality_algorithms) Updated README.md
  • (algorithms) Verify the BRCD algorithm against the authoritative Python reference on
  • (num,tensor,algorithms) generify the numeric + SURD stack over RealField
  • stabilize two more tests against Miri soft-float drift
  • enforce repo-wide unsafe_code = "forbid"; remove avoidable unsafe

0.2.14 - 2026-05-26

Other

  • Updated example Readme.
  • (examples) consolidate algorithms/discovery examples into causal_discovery_examples

0.2.13 - 2026-05-03

Other

  • Updated Cargo deps.

0.2.12 - 2026-03-12

Other

  • Updated all SBOMS to reflect lates depdency versions.

0.2.11 - 2026-02-09

Other

  • updated all cargo dependencies to the latest version.

0.2.10 - 2026-01-22

Other

  • (deep_causality_algorithms) Fixed consitency bug.
  • Updated SBOM of and applied docstring fixes.

0.2.9 - 2026-01-09

Other

  • updated project wide SBOM files.
  • updated project wide copyright note.

0.2.8 - 2025-12-31

Added

  • (deep_causality_tensor) Finalized new backend agnostic CPU impl.

0.2.7 - 2025-12-18

Other

  • updated the following local packages: deep_causality_num, deep_causality_tensor

0.2.6 - 2025-12-12

Added

  • (deep_causality_algorithms) Added dedicated MrmrResult type. Updated all downstream usage, examples and added relevant tests.

Fixed

  • fixed a number of Bazel config files.

Other

  • Updated criterion across the repo.

0.2.5 - 2025-12-03

Added

  • (deep_causality_tensor) Added full set of new algebraic trait system to CausalTensor.

Other

  • Regenerated SBOM.
  • Updated dev dependencies across the repo.
  • Updated Dev dependencies.
  • Merge branch 'deepcausality-rs:main' into main
  • Merge remote-tracking branch 'origin/main'
  • Restored manually generated SBOM to restore Dependency and licence scan.

0.2.4 - 2025-11-23

Other

  • Merge branch 'deepcausality-rs:main' into main

Removed

  • removed all manually generated SBOM files

0.2.3 - 2025-11-23

Added

  • (deep_causality_tensor) refactored public Tensor API as a trait.

0.2.2 - 2025-11-05

Other

  • Updated SBOM for all crates.

0.2.1 - 2025-10-31

Added

  • (deep_causality_tensor) Moved TensorProduct implementation from an extension into the CausalTensor type.

0.2.0 - 2025-10-02

Added

  • (deep_causality_algorithms) Generic MRMR
  • (deep_causality_algorithms) Parallelize mRMR feature selection algo.
  • (deep_causality_algorithms) Added new example.
  • (deep_causality_algorithms) Added mrmr score to feature selection. documented in specs/006-mrmr-feature-score.
  • (deep_causality_algorithms) Updated MRMR Error with new variant for score calculation.
  • (deep_causality_algorithms) Added CDL variant of SURD state algo to handle None / NaN values in data
  • (deep_causality_algorithms) Added a CDL variant of the MRMR algorithm that uses CausalTensor<Option> with pairwise value selection to deal with missing data without introducing bias.
  • (deep_causality_algorithms) updated MRMRM Error

Fixed

  • (deep_causality_algorithms) renamed mrmr algo

Other

  • (deep_causality_algorithms) removed dead code and unreachable errors to increased test coverage.
  • (deep_causality_algorithms) increased test coverage.
  • Added specs for parallel implementation of mrmr algo
  • Added stage 2 to ICU sepsis case study
  • (deep_causality_algorithms) Updated README.md
  • (deep_causality_algorithms) Added test coverage for CDL SURD variant.

0.1.4 - 2025-09-25

Other

  • Updated SBOM for all crates.

0.1.2 - 2025-09-22

Fixed

  • (deep_causality) Removed last internal macros and removed dependency on deep_causality_macro crate.

Other

  • Updated SBOM script to generate hash signature together with the SBOM.

0.1.1 - 2025-09-21

Added

  • (deep_causality_tensor) Initial setup. Moved CausalTensor type from the data_structure crate into dedicated deep_causality_tensor crate.
  • (deep_causality_num) Initial implementation. Update of all downstream crates.
  • (deep_causality_algorithms) Implement mRMR (FCQ variant) feature selector

Fixed

  • (deep_causality_algorithms) Fixed Bazel build.

Other

  • Updated Cargo configuration and feature propagation across the entire repo.
  • Reworked and updated Bazel test config across all crates.
  • Merge branch '002-replace-rng-currently'
  • Lots of lints and formats. Updated MSRV to 1.89 and edition 2024 across the entire repo.
  • (deep_causality_rand) Increased test coverage.

0.1.0 - 2025-09-15

Added

  • (deep_causality_data_structures) bumped up version number
  • (deep_causality_algorithms) Updated Bazel build and test config.
  • (deep_causality_data_structures) Added identity types. Removed num_traits dependency.
  • (deep_causality_algorithms) Added a README.md and LICENSE file.
  • (deep_causality_algorithms) Added a README.md to the example_surd in the example folder.
  • (deep_causality_algorithms) Implemented SURD-State algorithm described in the paper "Observational causality by states and interaction type for scientific discovery"
  • (deep_causality_algorithms) Improved SURD-Stat algorithms with separation of causal and non-causal state dependent maps. Improved documentation of the algo.
  • (deep_causality_algorithms) Initial implementation of the SURD-State algorithms.

Fixed

  • (deep_causality_algorithms) Fixed multiple division by zero issue and replaced unsafe tensor division with save_div.

Other

  • Restored version number...
  • Removed version number form internal deps.
  • (deep_causality_algorithms) linting and formatting
  • (deep_causality_data_structures) Improved test coverage.
  • (deep_causality_algorithms) Improved test coverage.
  • (deep_causality_data_structures) Improved test coverage.
  • (deep_causality_algorithms) Improved test coverage.
  • (deep_causality_algorithms) Improved test coverage.
  • Code formating and linting across the repo. Moved old and empty dcl crate into yanked folder.
  • (deep_causality_data_structures) Increased test coverage for CausalTensorMathExt
  • (deep_causality_algorithms) Added test coverage for SURD algo.
  • (deep_causality_algorithms) Added test coverage for SURD algo.