diff --git a/_talks/2012-03-01-talk-1.md b/_talks/2012-03-01-talk-1.md
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----
-title: "Talk 1 on Relevant Topic in Your Field"
-collection: talks
-type: "Talk"
-permalink: /talks/2012-03-01-talk-1
-venue: "UC San Francisco, Department of Testing"
-date: 2012-03-01
-location: "San Francisco, California"
----
-
-This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown!
diff --git a/_talks/2013-03-01-tutorial-1.md b/_talks/2013-03-01-tutorial-1.md
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----
-title: "Tutorial 1 on Relevant Topic in Your Field"
-collection: talks
-type: "Tutorial"
-permalink: /talks/2013-03-01-tutorial-1
-venue: "UC-Berkeley Institute for Testing Science"
-date: 2013-03-01
-location: "Berkeley CA, USA"
----
-
-[More information here](http://exampleurl.com)
-
-This is a description of your tutorial, note the different field in type. This is a markdown files that can be all markdown-ified like any other post. Yay markdown!
diff --git a/_talks/2014-02-01-talk-2.md b/_talks/2014-02-01-talk-2.md
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----
-title: "Talk 2 on Relevant Topic in Your Field"
-collection: talks
-type: "Talk"
-permalink: /talks/2014-02-01-talk-2
-venue: "London School of Testing"
-date: 2014-02-01
-location: "London, UK"
----
-
-[More information here](http://example2.com)
-
-This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown!
diff --git a/_talks/2014-03-01-talk-3.md b/_talks/2014-03-01-talk-3.md
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----
-title: "Conference Proceeding talk 3 on Relevant Topic in Your Field"
-collection: talks
-type: "Conference proceedings talk"
-permalink: /talks/2014-03-01-talk-3
-venue: "Testing Institute of America 2014 Annual Conference"
-date: 2014-03-01
-location: "Los Angeles, CA"
----
-
-This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
diff --git a/_talks/pics24.md b/_talks/pics24.md
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+---
+title: "Probabilistic circuits: from tractable probabilistic inference to reliable neuro-symbolic AI"
+collection: talks
+type: "Talk"
+permalink: /talks/pics24
+venue: "Probability in Computer Science (PICS) School 2024"
+date: 2024-10-16
+location: "Copenhagen, DK"
+---
+
+AV talking about recent advancements in tractable probabilistic modeling: from [scaling probabilistic circuits](https://openreview.net/forum?id=Ke40kfOT2E) to [realiable neuro-symbolic AI](https://proceedings.neurips.cc/paper_files/paper/2022/hash/c182ec594f38926b7fcb827635b9a8f4-Abstract-Conference.html) and to (hierarchical) [subtractive mixture models](https://openreview.net/forum?id=xIHi5nxu9P). Divided in three lectures.
+
+[Lecture 1](./files/pics-1.pdf)
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