diff --git a/doc/source/publications.rst b/doc/source/publications.rst
index 12e27cf97..e77f2464e 100644
--- a/doc/source/publications.rst
+++ b/doc/source/publications.rst
@@ -6,33 +6,39 @@
 Publications about pyFAI
 ========================
 
-* *PyFAI, a versatile library for azimuthal regrouping*,
-  J Kieffer & D Karkoulis;
+* *PyFAI, a versatile library for azimuthal regrouping*;
+  J Kieffer and D Karkoulis;
   **Journal of Physics: Conference Series** (2013) 425 (20), pp202012
   Initial publication where the usage of GPU is envisaged to overcome
   the speed limitation of azimuthal integration.
 
-* *PyFAI: a Python library for high performance azimuthal integration on GPU*
-  J Kieffer & J.P. Wright;
-  **Powder Diffraction** (2013) 28 (S2), pp339-350
-  Introduces the concept of look-up table to register the pixel distribution
+* *PyFAI: a Python library for high performance azimuthal integration on GPU*;
+  J Kieffer and J.P. Wright;
+  **Powder Diffraction** (2013) 28 (S2), pp339-350;
+  Introduces the concept of look-up table to register the pixel distribution.
 
 * *PyFAI: a Python library for high performance azimuthal integration on GPU*;
-   Jérôme Kieffer, Giannis Ashiotis
-   **PROC. OF THE 7th EUR. CONF. ON PYTHON IN SCIENCE** (EUROSCIPY 2014)
-   Presents the usage of sparse matrices to store the look-up table
+   Jérôme Kieffer and Giannis Ashiotis;
+   **PROC. OF THE 7th EUR. CONF. ON PYTHON IN SCIENCE** (EUROSCIPY 2014);
+   Presents the usage of sparse matrices to store the look-up table.
 
 * *The fast azimuthal integration Python library: pyFAI*;
-  G. Ashiotis, A. Deschildre, Z. Nawaz, J. P. Wright, D. Karkoulis, F. E. Picca and J. Kieffer
-  **Journal of Applied Crystallography** (2015) 48 (2), 510-519
-  This publication provides a nice overview of the features introduced in version
-  0.11 and further developed in v0.12, v0.13 & v0.14.
+  G. Ashiotis, A. Deschildre, Z. Nawaz, J. P. Wright, D. Karkoulis, F. E. Picca and J. Kieffer;
+  **Journal of Applied Crystallography** (2015) 48 (2), 510-519;
+  This publication provides a nice overview of the features introduced in version 0.11 and further developed in v0.12, v0.13 & v0.14.
 
 * *New tools for calibrating diffraction setups*;
   J. Kieffer, V. Valls, N. Blanc and C. Hennig;
   **Journal of Synchrotron Radiation** (2020) 27 (2), 558-566;
   Describes the new integration scheme, the new user interface and the calibration of goniometers.
 
+* *Application of signal separation to diffraction image compression and serial crystallography*;
+  Jérôme Kieffer, Julien Orlans, Nicolas Coquelle, Samuel Debionne, Shibom Basu, Alejandro Homs, Gianluca Santonia and Daniele De Sanctis;
+  `Accepted <https://doi.org/10.48550/arXiv.2411.09515>`_ in **J. Applied Crystallography** (2024); 
+  In depth explainaion of sigma-clipping background assessment and error models.
+
 The latest paper should be the cited in publications using pyFAI.
-There are already 450 publications referring to pyFAI, some of them in the most
-prestigious scientific journals (Nature, PNAS, ...).
+There are already 1400 publications referring to pyFAI, some of them in the most
+prestigious scientific journals (Nature, PNAS, ...) and 
+40 other `applications <https://github.com/silx-kit/pyFAI/network/dependents?dependent_type=PACKAGE>`_ 
+using pyFAI as a library.