From a15991adb249b0a49ff4c6b7e89775d63769c9fa Mon Sep 17 00:00:00 2001
From: Amber Malpas <ambermalpas@gmail.com>
Date: Tue, 24 Feb 2026 09:06:14 -0500
Subject: [PATCH 1/9] Update algorithm table to include microlux

Added microlux support and updated algorithm table.
---
 Model_Fitting_Algorithms.md | 22 ++++++++++++++--------
 1 file changed, 14 insertions(+), 8 deletions(-)

diff --git a/Model_Fitting_Algorithms.md b/Model_Fitting_Algorithms.md
index 92faf2b..1dc90c5 100644
--- a/Model_Fitting_Algorithms.md
+++ b/Model_Fitting_Algorithms.md
@@ -4,14 +4,15 @@ This page details the fitting algorithms/processes supported by various microlen
 
 ## Overview
 
-| Algorithm                                              | BAGLE | VBM | MM | pyLIMA | RTModel | eesunhong  |
-|--------------------------------------------------------|-------|-----|----|--------|---------|------------|
-| Uses Fitted Algorithm of Any Kind                      | Y     | N   | N  | Y      | Y       | Y          |
-| | | | | | | |
-| Binary Grid search                                     |       |     |    |        |         | Y          |
-| Differential Evolution                                 |       |     |    | Y      |         |            |
-| Nested Samples                                         | Y     |     |    |        |         |            |
-| Levenberg–Marquardt                                    |       |     |    |        | Y       |            |
+| Algorithm                                              | BAGLE | VBM | MM | pyLIMA | RTModel | eesunhong | microlux |
+|--------------------------------------------------------|-------|-----|----|--------|---------|-----------|----------|
+| Uses Fitted Algorithm of Any Kind                      | Y     | N   | N  | Y      | Y       | Y         | N
+| | | | | | | | |
+| Binary Grid search                                     |       |     |    |        |         | Y         |          |
+| Differential Evolution                                 |       |     |    | Y      |         |           |          |
+| Nested Samples                                         | Y     |     |    |        |         |           |          |
+| Levenberg–Marquardt                                    |       |     |    |        | Y       |           |          |
+| Autodifferentiation                                    |       |     |    |        |         |           | Y        |
 
 ## Package Specific Notes
 
@@ -36,3 +37,8 @@ This page details the fitting algorithms/processes supported by various microlen
 
 
 <!-- ### essunhong -->
+
+
+
+<!-- ### microlux
+https://github.com/CoastEgo/microlux

From 9228de18672cf05f7a2665f30ca3a8f880b0c4a3 Mon Sep 17 00:00:00 2001
From: Amber Malpas <ambermalpas@gmail.com>
Date: Tue, 24 Feb 2026 09:11:58 -0500
Subject: [PATCH 2/9] Update fitting algorithms table and add microJax

---
 Model_Fitting_Algorithms.md | 62 +++++++++++++++++++++++++++----------
 1 file changed, 45 insertions(+), 17 deletions(-)

diff --git a/Model_Fitting_Algorithms.md b/Model_Fitting_Algorithms.md
index 1dc90c5..25c8a18 100644
--- a/Model_Fitting_Algorithms.md
+++ b/Model_Fitting_Algorithms.md
@@ -4,41 +4,69 @@ This page details the fitting algorithms/processes supported by various microlen
 
 ## Overview
 
-| Algorithm                                              | BAGLE | VBM | MM | pyLIMA | RTModel | eesunhong | microlux |
-|--------------------------------------------------------|-------|-----|----|--------|---------|-----------|----------|
-| Uses Fitted Algorithm of Any Kind                      | Y     | N   | N  | Y      | Y       | Y         | N
-| | | | | | | | |
-| Binary Grid search                                     |       |     |    |        |         | Y         |          |
-| Differential Evolution                                 |       |     |    | Y      |         |           |          |
-| Nested Samples                                         | Y     |     |    |        |         |           |          |
-| Levenberg–Marquardt                                    |       |     |    |        | Y       |           |          |
-| Autodifferentiation                                    |       |     |    |        |         |           | Y        |
+| Algorithm                                              | BAGLE | VBM | MM | pyLIMA | RTModel | eesunhong | microlux | microJax |
+|--------------------------------------------------------|-------|-----|----|--------|---------|-----------|----------|----------|
+| Uses Fitted Algorithm of Any Kind                      | Y     | N   | N  | Y      | Y       | Y         | N        |          |
+| | | | | | | | | |
+| Binary Grid search                                     |       |     |    |        |         | Y         |          |          |
+| Differential Evolution                                 |       |     |    | Y      |         |           |          |          |
+| Nested Samples                                         | Y     |     |    |        |         |           |          |          |
+| Levenberg–Marquardt                                    |       |     |    |        | Y       |           |          |          |
+| Autodifferentiation                                    |       |     |    |        |         |           | Y        | Y        |
 
 ## Package Specific Notes
 
-<!-- ### ### BAGLE -->
+### BAGLE
 
+[GitHub Link: ]()
+[Documentation Link: ]()
 
 
-<!-- ### VBM -->
 
+### VBM
 
+[GitHub Link: ]()
+[Documentation Link: ]()
 
-<!-- ### MulensModel -->
 
 
+### MulensModel
 
-<!-- ### pyLIMA -->
+[GitHub Link: ]()
+[Documentation Link: ]()
 
 
 
-<!-- ### RTModel -->
+### pyLIMA
 
+[GitHub Link: ]()
+[Documentation Link: ]()
 
 
-<!-- ### essunhong -->
 
+### RTModel
+
+[GitHub Link: ]()
+[Documentation Link: ]()
+
+
+
+### essunhong
+
+[GitHub Link: ]()
+[Documentation Link: ]()
+
+
+
+### `microlux`
+
+[GitHub Link: https://github.com/CoastEgo/microlux](https://github.com/CoastEgo/microlux)
+[Documentation Link: https://coastego.github.io/microlux/](https://coastego.github.io/microlux/)
+
+
+### `microJAX`
+
+[GitHub Link: https://github.com/ShotaMiyazaki94/microjax](https://github.com/ShotaMiyazaki94/microjax)
+[Documentation Link: https://shotamiyazaki94.github.io/microjax/](https://shotamiyazaki94.github.io/microjax/)
 
 
-<!-- ### microlux
-https://github.com/CoastEgo/microlux

From 73a0e428b2081b1260257cf0250843118114f839 Mon Sep 17 00:00:00 2001
From: Amber Malpas <ambermalpas@gmail.com>
Date: Tue, 24 Feb 2026 09:15:35 -0500
Subject: [PATCH 3/9] Update package links in Model_Fitting_Algorithms.md

Added GitHub and documentation links for BAGLE, VBM, MulensModel, microlux, and microJAX.
---
 Model_Fitting_Algorithms.md | 24 +++++++++++++-----------
 1 file changed, 13 insertions(+), 11 deletions(-)

diff --git a/Model_Fitting_Algorithms.md b/Model_Fitting_Algorithms.md
index 25c8a18..c68971e 100644
--- a/Model_Fitting_Algorithms.md
+++ b/Model_Fitting_Algorithms.md
@@ -18,55 +18,57 @@ This page details the fitting algorithms/processes supported by various microlen
 
 ### BAGLE
 
-[GitHub Link: ]()
-[Documentation Link: ]()
+[GitHub Link: https://github.com/MovingUniverseLab/BAGLE_Microlensing](https://github.com/MovingUniverseLab/BAGLE_Microlensing)  
+[Documentation Link: https://bagle.readthedocs.io/en/latest/](https://bagle.readthedocs.io/en/latest/)
 
 
 
 ### VBM
 
-[GitHub Link: ]()
-[Documentation Link: ]()
+[GitHub Link: https://github.com/valboz/VBMicrolensing](https://github.com/valboz/VBMicrolensing)  
+[Documentation Link: https://github.com/valboz/VBMicrolensing/tree/main/docs](https://github.com/valboz/VBMicrolensing/tree/main/docs)
 
 
 
 ### MulensModel
 
-[GitHub Link: ]()
-[Documentation Link: ]()
+[GitHub Link: https://github.com/rpoleski/MulensModel](https://github.com/rpoleski/MulensModel)  
+[Documentation Link: https://rpoleski.github.io/MulensModel/](https://rpoleski.github.io/MulensModel/)
 
 
 
 ### pyLIMA
 
-[GitHub Link: ]()
+[GitHub Link: ]()  
 [Documentation Link: ]()
 
 
 
 ### RTModel
 
-[GitHub Link: ]()
+[GitHub Link: ]()  
 [Documentation Link: ]()
 
 
 
 ### essunhong
 
-[GitHub Link: ]()
+[GitHub Link: ]()  
 [Documentation Link: ]()
 
 
 
 ### `microlux`
 
-[GitHub Link: https://github.com/CoastEgo/microlux](https://github.com/CoastEgo/microlux)
+[GitHub Link: https://github.com/CoastEgo/microlux](https://github.com/CoastEgo/microlux)  
 [Documentation Link: https://coastego.github.io/microlux/](https://coastego.github.io/microlux/)
 
 
+
 ### `microJAX`
 
-[GitHub Link: https://github.com/ShotaMiyazaki94/microjax](https://github.com/ShotaMiyazaki94/microjax)
+[GitHub Link: https://github.com/ShotaMiyazaki94/microjax](https://github.com/ShotaMiyazaki94/microjax)  
 [Documentation Link: https://shotamiyazaki94.github.io/microjax/](https://shotamiyazaki94.github.io/microjax/)
 
 
+

From 576cecb75e79dba60c829934b24be6ab518cfc97 Mon Sep 17 00:00:00 2001
From: Amber Malpas <ambermalpas@gmail.com>
Date: Tue, 24 Feb 2026 09:16:02 -0500
Subject: [PATCH 4/9] Format package names as inline code

---
 Model_Fitting_Algorithms.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/Model_Fitting_Algorithms.md b/Model_Fitting_Algorithms.md
index c68971e..99581fd 100644
--- a/Model_Fitting_Algorithms.md
+++ b/Model_Fitting_Algorithms.md
@@ -16,21 +16,21 @@ This page details the fitting algorithms/processes supported by various microlen
 
 ## Package Specific Notes
 
-### BAGLE
+### `BAGLE`
 
 [GitHub Link: https://github.com/MovingUniverseLab/BAGLE_Microlensing](https://github.com/MovingUniverseLab/BAGLE_Microlensing)  
 [Documentation Link: https://bagle.readthedocs.io/en/latest/](https://bagle.readthedocs.io/en/latest/)
 
 
 
-### VBM
+### `VBM`
 
 [GitHub Link: https://github.com/valboz/VBMicrolensing](https://github.com/valboz/VBMicrolensing)  
 [Documentation Link: https://github.com/valboz/VBMicrolensing/tree/main/docs](https://github.com/valboz/VBMicrolensing/tree/main/docs)
 
 
 
-### MulensModel
+### `MulensModel`
 
 [GitHub Link: https://github.com/rpoleski/MulensModel](https://github.com/rpoleski/MulensModel)  
 [Documentation Link: https://rpoleski.github.io/MulensModel/](https://rpoleski.github.io/MulensModel/)

From 28e367a3bafb3d3121f427205b31c058172a44ba Mon Sep 17 00:00:00 2001
From: Amber Malpas <ambermalpas@gmail.com>
Date: Tue, 24 Feb 2026 10:27:52 -0500
Subject: [PATCH 5/9] Fix formatting of model definitions in documentation

Corrected formatting of model definitions for clarity.
---
 Model_Class_Support.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/Model_Class_Support.md b/Model_Class_Support.md
index ffc294f..5315cd3 100644
--- a/Model_Class_Support.md
+++ b/Model_Class_Support.md
@@ -4,12 +4,12 @@ This page describes the types of models (e.g. single-lens or binary lens) that a
 
 ## Defintions
 
-VBM* = VBMicrolensing for model generation and RTModel for Fitting
-MM = MulensModel
-PSPL = Point Source, Point Lens (1S1L)
-PSBL = Point Source, Binary Lens (1S2L)
-BSPL = Binary Source, Point Lens (2S1L)
-BSBL = Binary Source, Binary Lens (2S2L)
+VBM* = VBMicrolensing for model generation and RTModel for Fitting  
+MM = MulensModel  
+PSPL = Point Source, Point Lens (1S1L)  
+PSBL = Point Source, Binary Lens (1S2L)  
+BSPL = Binary Source, Point Lens (2S1L)  
+BSBL = Binary Source, Binary Lens (2S2L)  
 
 | Feature                                                | BAGLE | VBM* | MM | pyLIMA | RTModel | eesunhong  |
 |--------------------------------------------------------|-------|------|----|--------|---------|------------|

From 3e2f59202b7682cd03f925adf01ce00c29917e45 Mon Sep 17 00:00:00 2001
From: Amber Malpas <ambermalpas@gmail.com>
Date: Tue, 24 Feb 2026 10:40:20 -0500
Subject: [PATCH 6/9] Format GitHub and Documentation links in markdown

---
 Model_Fitting_Algorithms.md | 32 ++++++++++++++++----------------
 1 file changed, 16 insertions(+), 16 deletions(-)

diff --git a/Model_Fitting_Algorithms.md b/Model_Fitting_Algorithms.md
index 99581fd..7b5f7af 100644
--- a/Model_Fitting_Algorithms.md
+++ b/Model_Fitting_Algorithms.md
@@ -18,57 +18,57 @@ This page details the fitting algorithms/processes supported by various microlen
 
 ### `BAGLE`
 
-[GitHub Link: https://github.com/MovingUniverseLab/BAGLE_Microlensing](https://github.com/MovingUniverseLab/BAGLE_Microlensing)  
-[Documentation Link: https://bagle.readthedocs.io/en/latest/](https://bagle.readthedocs.io/en/latest/)
+**GitHub Link:** [https://github.com/MovingUniverseLab/BAGLE_Microlensing](https://github.com/MovingUniverseLab/BAGLE_Microlensing)  
+**Documentation Link:** [https://bagle.readthedocs.io/en/latest/](https://bagle.readthedocs.io/en/latest/)
 
 
 
 ### `VBM`
 
-[GitHub Link: https://github.com/valboz/VBMicrolensing](https://github.com/valboz/VBMicrolensing)  
-[Documentation Link: https://github.com/valboz/VBMicrolensing/tree/main/docs](https://github.com/valboz/VBMicrolensing/tree/main/docs)
+**GitHub Link:** [https://github.com/valboz/VBMicrolensing](https://github.com/valboz/VBMicrolensing)  
+**Documentation Link:** [https://github.com/valboz/VBMicrolensing/tree/main/docs](https://github.com/valboz/VBMicrolensing/tree/main/docs)
 
 
 
 ### `MulensModel`
 
-[GitHub Link: https://github.com/rpoleski/MulensModel](https://github.com/rpoleski/MulensModel)  
-[Documentation Link: https://rpoleski.github.io/MulensModel/](https://rpoleski.github.io/MulensModel/)
+**GitHub Link:** [https://github.com/rpoleski/MulensModel](https://github.com/rpoleski/MulensModel)  
+**Documentation Link:** [https://rpoleski.github.io/MulensModel/](https://rpoleski.github.io/MulensModel/)
 
 
 
 ### pyLIMA
 
-[GitHub Link: ]()  
-[Documentation Link: ]()
+**GitHub Link:** [https://github.com/ebachelet/pyLIMA](https://github.com/ebachelet/pyLIMA)  
+**Documentation Link:** [https://pylima.readthedocs.io/en/latest/](https://pylima.readthedocs.io/en/latest/)
 
 
 
 ### RTModel
 
-[GitHub Link: ]()  
-[Documentation Link: ]()
+**GitHub Link:** [https://github.com/valboz/RTModel](https://github.com/valboz/RTModel)  
+**Documentation Link:** [https://github.com/valboz/RTModel/blob/main/docs/README.md](https://github.com/valboz/RTModel/blob/main/docs/README.md)
 
 
 
 ### essunhong
 
-[GitHub Link: ]()  
-[Documentation Link: ]()
+**GitHub Link:** [https://github.com/golmschenk/eesunhong](https://github.com/golmschenk/eesunhong)  
+**Documentation Link:** [https://eesunhong.readthedocs.io/en/latest/index.html](https://eesunhong.readthedocs.io/en/latest/index.html)
 
 
 
 ### `microlux`
 
-[GitHub Link: https://github.com/CoastEgo/microlux](https://github.com/CoastEgo/microlux)  
-[Documentation Link: https://coastego.github.io/microlux/](https://coastego.github.io/microlux/)
+**GitHub Link:** [https://github.com/CoastEgo/microlux](https://github.com/CoastEgo/microlux)  
+**Documentation Link:** [https://coastego.github.io/microlux/](https://coastego.github.io/microlux/)
 
 
 
 ### `microJAX`
 
-[GitHub Link: https://github.com/ShotaMiyazaki94/microjax](https://github.com/ShotaMiyazaki94/microjax)  
-[Documentation Link: https://shotamiyazaki94.github.io/microjax/](https://shotamiyazaki94.github.io/microjax/)
+**GitHub Link:** [https://github.com/ShotaMiyazaki94/microjax](https://github.com/ShotaMiyazaki94/microjax)  
+**Documentation Link:** [https://shotamiyazaki94.github.io/microjax/](https://shotamiyazaki94.github.io/microjax/)
 
 
 

From bd4add7b50d3e648f0a8a0e1745d505cf0793c43 Mon Sep 17 00:00:00 2001
From: Amber Malpas <ambermalpas@gmail.com>
Date: Tue, 24 Feb 2026 10:42:13 -0500
Subject: [PATCH 7/9] Fix algorithm usage in Model_Fitting_Algorithms.md

Updated the algorithm usage table and added missing entries.
---
 Model_Fitting_Algorithms.md | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/Model_Fitting_Algorithms.md b/Model_Fitting_Algorithms.md
index 7b5f7af..0e69bf7 100644
--- a/Model_Fitting_Algorithms.md
+++ b/Model_Fitting_Algorithms.md
@@ -6,9 +6,10 @@ This page details the fitting algorithms/processes supported by various microlen
 
 | Algorithm                                              | BAGLE | VBM | MM | pyLIMA | RTModel | eesunhong | microlux | microJax |
 |--------------------------------------------------------|-------|-----|----|--------|---------|-----------|----------|----------|
-| Uses Fitted Algorithm of Any Kind                      | Y     | N   | N  | Y      | Y       | Y         | N        |          |
+| Uses Fitted Algorithm of Any Kind                      | Y     | N   | N  | Y      | Y       | Y         | N        | N        |
 | | | | | | | | | |
 | Binary Grid search                                     |       |     |    |        |         | Y         |          |          |
+| MCMC                                                   |       |     |    |        |         | Y         |          |          |
 | Differential Evolution                                 |       |     |    | Y      |         |           |          |          |
 | Nested Samples                                         | Y     |     |    |        |         |           |          |          |
 | Levenberg–Marquardt                                    |       |     |    |        | Y       |           |          |          |
@@ -22,7 +23,7 @@ This page details the fitting algorithms/processes supported by various microlen
 **Documentation Link:** [https://bagle.readthedocs.io/en/latest/](https://bagle.readthedocs.io/en/latest/)
 
 
-
+<!--
 ### `VBM`
 
 **GitHub Link:** [https://github.com/valboz/VBMicrolensing](https://github.com/valboz/VBMicrolensing)  
@@ -34,6 +35,7 @@ This page details the fitting algorithms/processes supported by various microlen
 
 **GitHub Link:** [https://github.com/rpoleski/MulensModel](https://github.com/rpoleski/MulensModel)  
 **Documentation Link:** [https://rpoleski.github.io/MulensModel/](https://rpoleski.github.io/MulensModel/)
+-->
 
 
 
@@ -57,7 +59,7 @@ This page details the fitting algorithms/processes supported by various microlen
 **Documentation Link:** [https://eesunhong.readthedocs.io/en/latest/index.html](https://eesunhong.readthedocs.io/en/latest/index.html)
 
 
-
+<!--
 ### `microlux`
 
 **GitHub Link:** [https://github.com/CoastEgo/microlux](https://github.com/CoastEgo/microlux)  
@@ -69,6 +71,6 @@ This page details the fitting algorithms/processes supported by various microlen
 
 **GitHub Link:** [https://github.com/ShotaMiyazaki94/microjax](https://github.com/ShotaMiyazaki94/microjax)  
 **Documentation Link:** [https://shotamiyazaki94.github.io/microjax/](https://shotamiyazaki94.github.io/microjax/)
-
+-->
 
 

From 0cb0378c06ab814dc42434f5e466398761d05364 Mon Sep 17 00:00:00 2001
From: Amber Malpas <ambermalpas@gmail.com>
Date: Tue, 24 Feb 2026 10:44:07 -0500
Subject: [PATCH 8/9] Add documentation link for VBMicrolensing package

---
 List_of_codes.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/List_of_codes.md b/List_of_codes.md
index 333f29f..8dc892a 100644
--- a/List_of_codes.md
+++ b/List_of_codes.md
@@ -4,7 +4,7 @@ Below is a list of publicly available gravitational microlensing modeling packag
 
 | Name and Repo | Docs | Language | Main Paper | Note |
 |---------------|------|----------|------------|------|
-| [VBMicrolensing](https://github.com/valboz/VBMicrolensing) | | C++, python wrapper | | model generation only | 
+| [VBMicrolensing](https://github.com/valboz/VBMicrolensing) | [docs](https://github.com/valboz/VBMicrolensing/tree/main/docs) | C++, python wrapper | | model generation only | 
 | [RTModel](https://github.com/valboz/RTModel) | [docs](https://github.com/valboz/RTModel/blob/main/docs/README.md) | C++, python wrapper | | model fitting (VBM for generation) |
 | [pyLIMA](https://github.com/ebachelet/pyLIMA) | [docs](https://pylima.readthedocs.io/en/latest/) | python | | |
 | [MulensModel](https://github.com/rpoleski/MulensModel) | [docs](https://rpoleski.github.io/MulensModel/) | python | | |

From 29d512440723f4cadcca53b9d4b3ab81af836f6a Mon Sep 17 00:00:00 2001
From: Amber Malpas <ambermalpas@gmail.com>
Date: Tue, 24 Feb 2026 10:45:36 -0500
Subject: [PATCH 9/9] Fix spelling of 'Autodifferentiation' to
 'Auto-Differentiation'

---
 Model_Fitting_Algorithms.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Model_Fitting_Algorithms.md b/Model_Fitting_Algorithms.md
index 0e69bf7..0713135 100644
--- a/Model_Fitting_Algorithms.md
+++ b/Model_Fitting_Algorithms.md
@@ -13,7 +13,7 @@ This page details the fitting algorithms/processes supported by various microlen
 | Differential Evolution                                 |       |     |    | Y      |         |           |          |          |
 | Nested Samples                                         | Y     |     |    |        |         |           |          |          |
 | Levenberg–Marquardt                                    |       |     |    |        | Y       |           |          |          |
-| Autodifferentiation                                    |       |     |    |        |         |           | Y        | Y        |
+| Auto-Differentiation                                    |       |     |    |        |         |           | Y        | Y        |
 
 ## Package Specific Notes