diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7956891209..a6c81184f9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,10 +1,22 @@
+# Version 1.4.7 (February 10th, 2022)
+
+* Improvements
+    * Change CI to Github Actions
+    * avatar-qemu updated to v6.2
+    * Allow unix sockets for GDBProtocol (thanks @grant-h)
+
+* Bugfixes:
+    * JLink target and protocol, operational now (thanks @TheSilentDawn)
+    * pygdbmi version checking (tanks @jcnauta)
+    * Error messages (thanks @mborgerson and @lacraig2)
+
 # Version 1.4.6 (June 21st, 2021)
 
 * Improvements
     * Add build and unit tests to Github Actions
     * Add 'ip' alias for ARM register 12 
 
-* Bugfizes:
+* Bugfixes:
     * Unlink RemoteMemory message queue after opened (thanks @grant-h)
     * Adjust API to recent pypanda version (0.1.1.2)
     * Handle ImportError with RemoteMemoryProtocol on darwin (thanks @fabianfreyer)
diff --git a/README.md b/README.md
index 9989674b75..22d9de3b1a 100644
--- a/README.md
+++ b/README.md
@@ -107,7 +107,8 @@ The following publications describe, use, or extend the avatar² framework:
     - [Paper](https://www.usenix.org/system/files/sec20summer_clements_prepub.pdf) - [Code](https://github.com/embedded-sec/halucinator)
 6. C. Cao, L. Guan, J. Ming, P. Liu. "Device-agnostic Firmware Execution is Possible: A Concolic Execution Approach for Peripheral Emulation." Annual Computer Security Applications Conference (ACSAC), December 2020.
     - [Paper](https://dl.acm.org/doi/10.1145/3427228.3427280) - [Code](https://github.com/dongmu/Laelaps)
-
+7. G. Hernandez, M. Muench, D. Maier, A. Milburn, S. Park, T. Scharnowski, T. Tucker, P. Traynor, K. R.B. Butler. "FirmWire: Transparent Dynamic Analysis for Cellular Baseband Firmware." Symposium on Network and Distributed System Security (NDSS), April 2022.
+    - [Paper](https://github.com/FirmWire/FirmWire/blob/main/firmwire-ndss22.pdf?raw=true) - [Code](https://github.com/FirmWire/FirmWire)
 
 
 # Acknowledgements