diff --git a/_bibliography/papers.bib b/_bibliography/papers.bib
index a07ea39a7a0d..20a6b8af0b1e 100644
--- a/_bibliography/papers.bib
+++ b/_bibliography/papers.bib
@@ -43,7 +43,7 @@ @unpublished{MLB:ML4Jets23
     month = "11",    
     year = "2023",
     note= {Presentation at ML4Jets 2023. DESY, Hamburg, Germany.},
-    url = {https://indico.cern.ch/event/1281679/contributions/5660609/}
+    slides = {https://indico.cern.ch/event/1281679/contributions/5660609/}
 }
 
 @unpublished{MLB:BOOST23,
@@ -53,7 +53,7 @@ @unpublished{MLB:BOOST23
     month = "8",
     year = "2023",
     note= {Poster at the 15th International Workshop on Boosted Object Phenomenology, Reconstruction and Searches in HEP (BOOST 2023). Lawrence Berkeley National Laboratory, Berkeley, California, USA.},
-    url = {https://indico.physics.lbl.gov/event/975/}
+    slides = {https://indico.physics.lbl.gov/event/975/}
 }
 
 @unpublished{MLB:SMLHC23,
@@ -73,7 +73,7 @@ @unpublished{MLB:LJP23
     month = "7",
     year = "2023",
     note= {Presentation at the First Lund Jet Plane Institute. CERN Theory Department, Geneva, Switzerland.},
-    url = {https://indico.cern.ch/event/1268020/contributions/5452078/}
+    slides = {https://indico.cern.ch/event/1268020/contributions/5452078/}
 }
 
 @article{ATLAS:2023mny,
@@ -149,7 +149,7 @@ @unpublished{MLB:BOOST22qg
     month = "8",
     year = "2022",
     note= {Presentation at the 14th International Workshop on Boosted Object Phenomenology, Reconstruction and Searches in HEP (BOOST 2022). Universität Hamburg, Hamburg, Germany.},
-    url = {https://indico.cern.ch/event/1144064/abstracts/144785/}
+    slides = {https://indico.cern.ch/event/1144064/abstracts/144785/}
 }
 
 @unpublished{MLB:BOOST22Intro,
@@ -159,7 +159,7 @@ @unpublished{MLB:BOOST22Intro
     month = "8",
     year = "2022",
     note= {Presentation at the 14th International Workshop on Boosted Object Phenomenology, Reconstruction and Searches in HEP (BOOST 2022). Universität Hamburg, Hamburg, Germany.},
-    url = {https://indico.cern.ch/event/1144064/contributions/4952238/}
+    slides = {https://indico.cern.ch/event/1144064/contributions/4952238/}
 }
 
 @unpublished{MLB:SVJ22,
@@ -169,7 +169,7 @@ @unpublished{MLB:SVJ22
     month = "7",
     year = "2022",
     note= {Presentation at the Semi-Visible Jets Workshop 2022. ETH Hönggerberg, Zürich, Switzerland.},
-    url = {https://indico.cern.ch/event/1133166/contributions/4760982/}
+    slides = {https://indico.cern.ch/event/1133166/contributions/4760982/}
 }
 
 @unpublished{MLB:Moriond22,
@@ -179,7 +179,7 @@ @unpublished{MLB:Moriond22
     month = "3",
     year = "2022",
     note= {Presentation at the 56th Rencontres de Moriond: QCD and High-Energy Interactions Session. La Thuile, Aosta, Italy.},
-    url = {https://moriond.in2p3.fr/2022/QCD/Program.html}
+    slides = {https://moriond.in2p3.fr/2022/QCD/Program.html}
 }
 
 @unpublished{MLB:VCI22,
@@ -189,7 +189,7 @@ @unpublished{MLB:VCI22
     month = "2",
     year = "2022",
     note= {Presentation at the 16th Vienna Conference on Instrumentation (VCI2022). Online.},
-    url = {https://indico.cern.ch/event/1044975/contributions/4663664/}
+    slides = {https://indico.cern.ch/event/1044975/contributions/4663664/}
 }
 
 @unpublished{ATLAS:2021urs,
@@ -209,7 +209,7 @@ @unpublished{MLB:LHCP2020
     month = "5",
     year = "2020",
     note= {Presentation at the 8th annual Conference on Large Hadron Collider Physics (LHCP 2020). Online.},
-    url = {https://indico.cern.ch/event/856696/contributions/3742150/}
+    slides = {https://indico.cern.ch/event/856696/contributions/3742150/}
 }
 
 @unpublished{MLB:APS2020,
@@ -230,7 +230,7 @@ @unpublished{MLB:BF2019
     month = "4",
     year = "2020",
     note= {Presentation at the 2019 Brookhaven Forum: Particle Physics & Cosmology in the 2020’s. Brookhaven National Laboratory, Upton, New York, USA.},
-    url = {https://indico.bnl.gov/event/5911/#4-sm-highlights-from-atlas-and}
+    slides = {https://indico.bnl.gov/event/5911/#4-sm-highlights-from-atlas-and}
 }
 
 @unpublished{MLB:DPF2019Poster,
@@ -240,7 +240,7 @@ @unpublished{MLB:DPF2019Poster
     month = "7",
     year = "2019",
     note= {Poster at the 2019 Meeting of the Department of Particles & Fields of the American Physical Society. Boston, Massachusetts, USA.},
-    url = {https://indico.cern.ch/event/782953/contributions/3461189/}
+    slides = {https://indico.cern.ch/event/782953/contributions/3461189/}
 }
 
 @unpublished{MLB:DPF2019,
@@ -250,7 +250,7 @@ @unpublished{MLB:DPF2019
     month = "7",
     year = "2019",
     note= {Presentation at the 2019 Meeting of the Department of Particles & Fields of the American Physical Society. Boston, Massachusetts, USA.},
-    url = {https://indico.cern.ch/event/782953/contributions/3461191/}
+    slides = {https://indico.cern.ch/event/782953/contributions/3461191/}
 }
 
 @unpublished{MLB:BOOST2019,
@@ -260,7 +260,7 @@ @unpublished{MLB:BOOST2019
     month = "7",
     year = "2019",
     note= {Presentation at the 11th International Workshop on Boosted Object Phenomenology, Reconstruction and Searches in HEP (BOOST 2019). Cambridge, Massachusetts, USA.},
-    url = {https://indico.cern.ch/event/753914/contributions/3444285/}
+    slides= {https://indico.cern.ch/event/753914/contributions/3444285/}
 }
 
 @article{ATLAS:2020gwe,
@@ -342,7 +342,7 @@ @unpublished{MLB:DPF2019Poster
     month = "2",
     year = "2018",
     note= {Poster at the 133rd LHCC Meeting Open Session. CERN, Geneva, Switzerland.},
-    url = {https://indico.cern.ch/event/692519/}
+    slides = {https://indico.cern.ch/event/692519/}
 }
 
 @unpublished{MLB:DIS2018,
@@ -352,7 +352,7 @@ @unpublished{MLB:DIS2018
     month = "4",
     year = "2018",
     note= {Presentation at the 26th International Workshop on Deep-Inelastic Scattering and Related Topics (DIS 2018). Kobe, Hyogo, Japan.},
-    url = {http://www.research.kobe-u.ac.jp/fsci-epp/dis2018/}
+    slides = {http://www.research.kobe-u.ac.jp/fsci-epp/dis2018/}
 }
 
 @article{ATLAS:2020cli,
@@ -457,7 +457,7 @@ @unpublished{MLB:BOOST2017
     month = "7",
     year = "2017",
     note= {Poster at the 8th International Workshop on Boosted Object Phenomenology, Reconstruction and Searches in HEP (BOOST 2017). Buffalo, NY, USA.},
-    url = {https://indico.cern.ch/event/579660/}
+    slides = {https://indico.cern.ch/event/579660/}
 }
 
 @unpublished{ATLAS:2017csu,
@@ -511,7 +511,7 @@ @unpublished{MLB:BOOST2015
     month = "4",
     year = "2015",
     note= {Presentation at the 7th International Workshop on Boosted Object Phenomenology, Reconstruction and Searches in HEP (BOOST 2015). Chicago, Illinois, USA.},
-    url = {http://boost2015.uchicago.edu/}
+    slides = {http://boost2015.uchicago.edu/}
 }
 
 @unpublished{MLB:BANFF2013,