QMCPy v2.4

What's Changed

• Fix test failures in master branch by @sou-cheng-choi in #527
• Choi's Follow up after 2026-05-18 team meeting by @sou-cheng-choi in #530
• table of qmc software by @fjhickernell in #532
• Update software table and scale back tests by @sou-cheng-choi in #535
• adding UM-Bridge software package by @fjhickernell in #536
• Qmc soft table by @fjhickernell in #537
• add roles document by @fjhickernell in #519
• ACM-TOMS 2025 -> JCAM 2026 + Minor updates by @alegresor in #544
• Fix "make doc" warnings by @sou-cheng-choi in #547
• Enhance LaTeX install and add a markdown-unwrap tool by @sou-cheng-choi in #548
• Message Passing Monte Carlo (MPMC) by @alegresor in #490
• Fix pep8 workflow error and unskip dockets in MPMC by @sou-cheng-choi in #552
• JCAM > JSC (Journal of Scientific Computation) by @alegresor in #554
• Fix recent full sweep test failures by @sou-cheng-choi in #555
• Branches instructions & AI guidelines in CONTRIBUTING.md by @alegresor in #542
• Add copula-based TrueMeasure support by @Laasya-73 in #516
• Update PEP8 badge by @github-actions[bot] in #557
• Final renaming of paper demo by @alegresor in #559
• Recover documentation lost in merging of PR490 into develop. Remove coverage warnings in make tests_fast. by @sou-cheng-choi in #568
• Update PEP8 badge by @github-actions[bot] in #570
• Update zero-inflated exponential and add ProductMeasure support for independent true measures by @Laasya-73 in #541
• Add QMCPy logo generation demo by @fjhickernell in #571
• mean, standard deviation, variance, and covariance for Uniform, Gaussian, and Kumaraswamy by @ishn29 in #558
• Add LatinHypercube, KorobovLattice, and Hammersley samplers (combines #574, #576, #577) with demo notebook by @Samuel-Vangu in #582
• Add Brownian Bridge path construction as decomp_type option (issue #504) by @park1428 in #523
• Update PEP8 badge by @github-actions[bot] in #586
• Simplifying and Sorting QMCPy Imports. Removing Trailing Space. by @sou-cheng-choi in #580
• Update QMCPy/init.py with version 2.4 and remove top-level init.py by @sou-cheng-choi in #593
• Add lightweight coding-agent guidance by @fjhickernell in #589
• Fix PEP8 related errors and warnings. Better format. Fix broken links & typos. by @sou-cheng-choi in #594
• Update PEP8 badge by @github-actions[bot] in #595
• QMCPy 2.4 Release by @sou-cheng-choi in #592
• American option implementation by @Karm-Dave in #494
• QMCPy v2.4 by @alegresor in #596
• QMCPy v2.4 by @alegresor in #597
• Remove legacy blog content from QMCPy docs by @JiangruiKang in #587
• Minor master docs patch by @alegresor in #599
• Make MPMC dependency installation portable by @fjhickernell in #601
• Better Doc and Format by @sou-cheng-choi in #604
• Update PEP8 badge by @github-actions[bot] in #605
• QMCPy Release 2.4 by @sou-cheng-choi in #603

New Contributors

• @ishn29 made their first contribution in #558
• @Samuel-Vangu made their first contribution in #582
• @park1428 made their first contribution in #523
• @Karm-Dave made their first contribution in #494

Full Changelog: v2.3...v2.4

QMCPy v2.3

What's Changed

• lower torch req from 2.7 to 2.2 by @alegresor in #483
• Minor changes by @sou-cheng-choi in #486
• Finalize JOSS paper by @alegresor in #485
• Speed up CI tests on Ubuntu by @sou-cheng-choi in #482
• pull kronecker in and update init.py by @fjhickernell in #492
• Add pypistats dev by @fjhickernell in #491
• Fix doctests by @alegresor in #493
• Documentation & Codebase Refinement. Added PEP8 Badge by @sou-cheng-choi in #497
• Fix PEP8 checking workflow by @sou-cheng-choi in #499
• Increase Unit Test Coverage by @sou-cheng-choi in #501
• Accept reject / sanjana ananya by @sanjana-3002 in #496
• ACMTOMS Reviewer Suggestions by @alegresor in #502
• Fix automated test failure and warning by @sou-cheng-choi in #506
• Use fused DNB2 generation routines when available by @Yifei-Xiong in #511
• Resume Feature in Stopping Criteria and Iteration Log by @sou-cheng-choi in #508
• DNB2 speedup by @alegresor in #513
• Update PEP8 badge by @github-actions[bot] in #514
• Reorganize blog docs and add GBM QMCPy blog by @JiangruiKang in #510
• Added support for different views in the get_iteration_log method by @sou-cheng-choi in #515
• Fix a doc warning. Rearrange blog order. Take out 2 commented lines. by @sou-cheng-choi in #517
• [codex] migrate QMCPy blog posts by @JiangruiKang in #520
• Doc enhancment before release by @sou-cheng-choi in #522
• Update PEP8 badge by @github-actions[bot] in #524
• v2.3 by @alegresor in #525

New Contributors

• @sanjana-3002 made their first contribution in #496
• @Yifei-Xiong made their first contribution in #511
• @JiangruiKang made their first contribution in #510

Full Changelog: v2.2...v2.3

QMCPy v2.2

What's Changed

• Make sure CI tests failed with detailed error stack when there are testbook failures by @sou-cheng-choi in #438
• Change Lookback to include start price by @fjhickernell in #440
• Release Documentation by @sou-cheng-choi in #439
• Added Booktests for Windows and combined all tests in 1 workflow by @sou-cheng-choi in #444
• Revert "Speedup" commit from booktests_choi branch by @Copilot in #447
• Coverage Reports and Badge of CI Tests in GitHub Actions by @sou-cheng-choi in #445
• Add seed values and coverage percentage to 100% by @sou-cheng-choi in #448
• Add and Enhance Test Documenation by @sou-cheng-choi in #450
• Speedup CI Test Workflow with Injection (In-Memory Replacements) by @sou-cheng-choi in #452
• Test Python 3.5 to 3.14 for 3 OS by @sou-cheng-choi in #454
• update license by @alegresor in #459
• Add dependent and custom distribution support to SciPyWrapper (issue #406) by @Laasya-73 in #427
• Clarify unit-test coverage workflow and improve DigitalNetB2 coverage by @algo-hawk in #456
• Enhance documentation by @sou-cheng-choi in #461
• Add Paper folder with first paper submitted to JOSS by @sou-cheng-choi in #460
• Geometric brownian motion by @larissensium in #477
• Digital nets with arbitrary bases by @alegresor in #451
• QMCPy v2.2 by @rvare in #481

New Contributors

• @Laasya-73 made their first contribution in #427
• @algo-hawk made their first contribution in #456
• @rvare made their first contribution in #481

Full Changelog: v2.1...v2.2

QMCPy v2.1

What's Changed

• QMCPy v2.0 release by @alegresor in #395
• sponsor logos by @alegresor in #396
• patch GBM docs by @alegresor in #397
• patch GBM doctests by @alegresor in #398
• rerun JOSS notebook by @alegresor in #399
• Develop by @alegresor in #400
• update acm toms + contributing by @alegresor in #401
• Develop by @alegresor in #402
• Overcome cancelation errors by @alegresor in #414
• Fix parsl_fest_2025.ipynb test failures and verbose output by @Copilot in #421
• Parsl presentation from Parslfest 2025 by @zitterbewegung in #419
• Booktests: Unit tests for Jupiter Notebooks by @sou-cheng-choi in #424
• Class install switch for students and instructors using qmcpy in their classes by @fjhickernell in #426
• Class install fixing package incompatibilities by @fjhickernell in #429
• Move demos/parsl_fest_2025/* to demos/ParslFest2025/ by @sou-cheng-choi in #428
• Aleksei thesis by @alegresor in #423
• Move demos/parsl_fest_2025/* to demos/Parslfest_2025 by @sou-cheng-choi in #430
• Doc patch for CONTRIBUTING.md by @sou-cheng-choi in #432
• Intermittent Doctest Failures in si_dsi_kernels.py by @sou-cheng-choi in #431
• Geometric brownian motion by @sou-cheng-choi in #433
• Geometric brownian motion by @larissensium in #434
• Fixing Intermittant CI Test Failures by @sou-cheng-choi in #435
• v2.1 release by @alegresor in #436

New Contributors

• @Copilot made their first contribution in #421

Full Changelog: v2.0...v2.1

QMCPy v2.0

What's Changed

• Hpc stabilize by @alegresor in #382
• Update README.md by @zitterbewegung in #385
• Geometric brownian motion by @larissensium in #392
• QMCPy Overhaul by @alegresor in #391
• v2.0 by @alegresor in #394

New Contributors

• @larissensium made their first contribution in #392

Full Changelog: v1.6.1...v2.0

QMCPy v1.6.1 Patch

What's Changed

• v1.6.1 setup.py patch by @alegresor in #381

Full Changelog: v1.6...v1.6.1

QMCPy v1.6

What's Changed

• Update gaussian.py to allow for singular matricies. by @zitterbewegung in #369
• QMCToolsCL integration by @alegresor in #362
• Modify plot proj by @fjhickernell in #374
• Update .readthedocs.yaml by @sou-cheng-choi in #375
• Remove mplstyle and add colab compatibility , set output of figures to the current working directory and also add missing scikit-learn dependancies. by @zitterbewegung in #377
• new default lattice generating vector by @alegresor in #376
• v1.6 by @alegresor in #379

Full Changelog: v1.5...v1.6

QMCPy v1.5

What's Changed

• Youtube link added by @jagadeesr in #322
• Update community.md by @sou-cheng-choi in #321
• Plot methods by @aaditj1962161 in #323
• Fast lattice by @sou-cheng-choi in #327
• Matern kernel extension of Gaussian true measure by @thegman108 in #324
• Fast lattice by @sou-cheng-choi in #331
• Probability of Failure with Gaussian Processes with Credible Intervals by @alegresor in #332
• Doc.narges by @sou-cheng-choi in #336
• Cub mcclt vec by @aaditj1962161 in #337
• Plot methods by @aaditj1962161 in #338
• Develop by @alegresor in #339
• Linear scrambled halton by @aaditj1962161 in #340
• Owen scrambling by @alegresor in #343
• Barrier option by @aaditj1962161 in #348
• Sphinx by @sou-cheng-choi in #353
• Fix occasional fasttests faiilures by @sou-cheng-choi in #354
• Fix Sphinx issues and warnings by @sou-cheng-choi in #355
• Fix readthedocs failure on Linux by @sou-cheng-choi in #356
• Develop by @alegresor in #359
• v1.5 by @alegresor in #360

New Contributors

• @aaditj1962161 made their first contribution in #323
• @thegman108 made their first contribution in #324

Full Changelog: v1.4...v1.5

QMCPy v1.4

What's Changed

• v1.3.2 by @alegresor in #307
• Total random generator by @galois777 in #310
• Community structure by @sou-cheng-choi in #313
• Purdue2023 talk by @fjhickernell in #315
• Updated plot method by @Baronlegend27 in #308
• Master -> Develop by @alegresor in #316
• Pydata.chi.2023 by @alegresor in #318
• Dakota genz by @alegresor in #319
• Develop by @alegresor in #320

New Contributors

• @galois777 made their first contribution in #310
• @Baronlegend27 made their first contribution in #308

Full Changelog: v1.3.2...v1.4

QMCPy v1.3.2

What's Changed

• qmcpy v1.1 by @alegresor in #271
• qmcpy v1.2 by @alegresor in #272
• Bump babel from 2.8.0 to 2.9.1 in /requirements by @dependabot in #276
• Mp parallel by @alegresor in #277
• Develop by @alegresor in #278
• Alt vectorize sc by @alegresor in #279
• Iris by @alegresor in #283
• Bump ipython from 7.10.0 to 7.16.3 in /requirements by @dependabot in #280
• Feat/cubabyes sobol indices by @jagadeesr in #284
• Develop by @alegresor in #285
• adding google colab link as Markdown by @jagadeesr in #288
• Bump ipython from 7.10.0 to 7.16.3 in /requirements by @dependabot in #286
• Python39 dev.txt by @zitterbewegung in #291
• Bump numpy from 1.21.1 to 1.22.0 in /requirements by @dependabot in #292
• Doc req updates by @alegresor in #293
• Mc vec by @alegresor in #299
• UM-Bridge integration by @alegresor in #300
• Develop by @alegresor in #301
• Develop by @alegresor in #302
• test cubBayes algos for vectorized input output by @jagadeesr in #305
• Develop by @alegresor in #306

New Contributors

• @zitterbewegung made their first contribution in #291

Full Changelog: v1.2...v1.3.2