diff --git a/README.md b/README.md
index bd519b12..785d1113 100644
--- a/README.md
+++ b/README.md
@@ -62,6 +62,10 @@ As shown in the `doped` tutorials, it is highly recommended to use the [`ShakeNB
 
 - B. E. Murdock et al. **_Li-Site Defects Induce Formation of Li-Rich Impurity Phases: Implications for Charge Distribution and Performance of LiNi<sub>0.5-x</sub>M<sub>x</sub>Mn<sub>1.5</sub>O<sub>4</sub> Cathodes (M = Fe and Mg; x = 0.05–0.2)_** [_Advanced Materials_](https://doi.org/10.1002/adma.202400343) 2024
 - A. G. Squires et al. **_Oxygen dimerization as a defect-driven process in bulk LiNiO2<sub>2</sub>_** [_ChemRxiv_](https://doi.org/10.26434/chemrxiv-2024-lcmkj) 2024
+- Y. Fu & H. Lohan et al. **_Factors Enabling Delocalized Charge-Carriers in Pnictogen-Based
+Solar Absorbers: In-depth Investigation into CuSbSe<sub>2</sub>_** [_arXiv_](https://doi.org/10.48550/arXiv.2401.02257) 2024
+- S. Hachmioune et al. **_Exploring the Thermoelectric Potential of MgB4: Electronic Band Structure, Transport Properties, and Defect Chemistry_** [_Chemistry of Materials_](https://doi.org/10.1021/acs.chemmater.4c00584) 2024
+- J. Hu et al. **_Enabling ionic transport in Li3AlP2 the roles of defects and disorder_** [_ChemRxiv_](https://doi.org/10.26434/chemrxiv-2024-3s0kh) 2024
 - X. Wang et al. **_Upper efficiency limit of Sb<sub>2</sub>Se<sub>3</sub> solar cells_** [_Joule_](https://doi.org/10.1016/j.joule.2024.05.004) 2024
 - I. Mosquera-Lois et al. **_Machine-learning structural reconstructions for accelerated point defect calculations_** [_arXiv_](https://doi.org/10.48550/arXiv.2401.12127) 2024
 - W. Dou et al. **_Giant Band Degeneracy via Orbital Engineering Enhances Thermoelectric Performance from Sb<sub>2</sub>Si<sub>2</sub>Te<sub>6</sub> to Sc<sub>2</sub>Si<sub>2</sub>Te<sub>6</sub>_** [_ChemRxiv_](https://doi.org/10.26434/chemrxiv-2024-hm6vh) 2024
diff --git a/docs/index.rst b/docs/index.rst
index 6dab51e3..9944e5d9 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -91,6 +91,9 @@ Studies using ``doped``, so far
 
 - B\. E. Murdock et al. **Li-Site Defects Induce Formation of Li-Rich Impurity Phases: Implications for Charge Distribution and Performance of LiNi** :sub:`0.5-x` **M** :sub:`x` **Mn** :sub:`1.5` **O** :sub:`4`  **Cathodes (M = Fe and Mg; x = 0.05–0.2)** `Advanced Materials <https://doi.org/10.1002/adma.202400343>`_ 2024
 - A\. G. Squires et al. **Oxygen dimerization as a defect-driven process in bulk LiNiO₂** `ChemRxiv <https://doi.org/10.26434/chemrxiv-2024-lcmkj>`_ 2024
+- Y\. Fu & H. Lohan et al. **Factors Enabling Delocalized Charge-Carriers in Pnictogen-Based Solar Absorbers: In-depth Investigation into CuSbSe<sub>2</sub>** `arXiv <https://doi.org/10.48550/arXiv.2401.02257>`_ 2024
+- S\. Hachmioune et al. **Exploring the Thermoelectric Potential of MgB4: Electronic Band Structure, Transport Properties, and Defect Chemistry** `Chemistry of Materials <https://doi.org/10.1021/acs.chemmater.4c00584>`_ 2024
+- J\. Hu et al. **Enabling ionic transport in Li3AlP2 the roles of defects and disorder** `ChemRxiv <https://doi.org/10.26434/chemrxiv-2024-3s0kh>`_ 2024
 - X\. Wang et al. **Upper efficiency limit of Sb₂Se₃ solar cells** `Joule <https://doi.org/10.1016/j.joule.2024.05.004>`_ 2024
 - I\. Mosquera-Lois et al. **Machine-learning structural reconstructions for accelerated point defect calculations** `arXiv <https://doi.org/10.48550/arXiv.2401.12127>`_ 2024
 - W\. Dou et al. **Giant Band Degeneracy via Orbital Engineering Enhances Thermoelectric Performance from Sb₂Si₂Te₆ to Sc₂Si₂Te₆** `ChemRxiv <https://doi.org/10.26434/chemrxiv-2024-hm6vh>`_ 2024