diff --git a/all.bib b/all.bib
index e99a262..a0d528a 100644
--- a/all.bib
+++ b/all.bib
@@ -384,6 +384,14 @@ @inproceedings{frans2018meta
   url = {https://arxiv.org/abs/1710.09767},
 }
 
+@inproceedings{ganin2018synthesizing,
+  title = {Synthesizing programs for images using reinforced adversarial learning},
+  author = {Ganin, Yaroslav and Kulkarni, Tejas and Babuschkin, Igor and Eslami, SM and Vinyals, Oriol},
+  booktitle = {ICML},
+  year = {2018},
+  url = {https://arxiv.org/abs/1804.01118},
+}
+
 @article{gershman2018successor,
   title = {The successor representation: its computational logic and neural substrates},
   author = {Gershman, Samuel J},
diff --git a/readings.md b/readings.md
index 03f3cd4..6f396a0 100644
--- a/readings.md
+++ b/readings.md
@@ -65,6 +65,7 @@ email us at [organizers@spirl.info](mailto:organizers@spirl.info) if there's rel
 * [@tamar2016value]
 * [@silver2017predictron]
 * [@ok2018exploration]
+* [@ganin2018synthesizing]
 * [@sanchez2018graph]
 
 #### Transfer, Multi-Task and Lifelong RL