{"id":1638,"date":"2025-09-02T19:08:49","date_gmt":"2025-09-02T17:08:49","guid":{"rendered":"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/?page_id=1638"},"modified":"2025-12-05T19:56:14","modified_gmt":"2025-12-05T18:56:14","slug":"writing","status":"publish","type":"page","link":"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/tilman-plehn\/writing\/","title":{"rendered":"Writing"},"content":{"rendered":"\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Writing<\/h2>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group is-layout-grid wp-container-core-group-is-layout-2931688a wp-block-group-is-layout-grid\">\n<div class=\"wp-block-group has-custom-siegel-hintergrund-25-background-color has-background wp-container-content-9df8e368 is-vertical is-content-justification-left is-layout-flex wp-container-core-group-is-layout-699e0062 wp-block-group-is-layout-flex\" style=\"padding-top:var(--wp--preset--spacing--10);padding-right:var(--wp--preset--spacing--10);padding-bottom:var(--wp--preset--spacing--10);padding-left:var(--wp--preset--spacing--10)\">\n<figure class=\"wp-block-image size-full is-style-rounded is-style-rounded--1\"><img loading=\"lazy\" decoding=\"async\" width=\"1431\" height=\"954\" src=\"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-content\/uploads\/2025\/09\/Screenshot-from-2025-09-02-19-18-56.jpeg\" alt=\"\" class=\"wp-image-1669\" style=\"aspect-ratio:3\/2;object-fit:cover\" srcset=\"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-content\/uploads\/2025\/09\/Screenshot-from-2025-09-02-19-18-56.jpeg 1431w, https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-content\/uploads\/2025\/09\/Screenshot-from-2025-09-02-19-18-56-300x200.jpeg 300w, https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-content\/uploads\/2025\/09\/Screenshot-from-2025-09-02-19-18-56-1024x683.jpeg 1024w, https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-content\/uploads\/2025\/09\/Screenshot-from-2025-09-02-19-18-56-768x512.jpeg 768w\" sizes=\"auto, (max-width: 1431px) 100vw, 1431px\" \/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading has-text-align-left\" style=\"padding-top:0;padding-bottom:0;padding-left:0\">Modern Machine Learning for LHC Physicists<\/h5>\n\n\n\n<div class=\"wp-block-buttons has-link-color wp-elements-9f7baed657bb8cf4308bc85ffb9f80d6 is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/modern_ml.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">PDF Download (updated) \u2794<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/inspirehep.net\/literature\/2175955\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">INSPIRE-HEP \u2794<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/github.com\/heidelberg-hepml\/ml-tutorials\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">GitHub Repository \u2794<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-custom-siegel-hintergrund-25-background-color has-background wp-container-content-9df8e368 is-vertical is-content-justification-left is-layout-flex wp-container-core-group-is-layout-699e0062 wp-block-group-is-layout-flex\" style=\"padding-top:var(--wp--preset--spacing--10);padding-right:var(--wp--preset--spacing--10);padding-bottom:var(--wp--preset--spacing--10);padding-left:var(--wp--preset--spacing--10)\">\n<figure class=\"wp-block-image size-full is-style-rounded is-style-rounded--2\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-content\/uploads\/2025\/12\/Screenshot-2025-09-02-at-19-28-54-Lectures-on-LHC-Physics-SpringerLink.jpeg\" alt=\"\" class=\"wp-image-3060\" style=\"aspect-ratio:3\/2;object-fit:cover\" srcset=\"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-content\/uploads\/2025\/12\/Screenshot-2025-09-02-at-19-28-54-Lectures-on-LHC-Physics-SpringerLink.jpeg 800w, https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-content\/uploads\/2025\/12\/Screenshot-2025-09-02-at-19-28-54-Lectures-on-LHC-Physics-SpringerLink-300x200.jpeg 300w, https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-content\/uploads\/2025\/12\/Screenshot-2025-09-02-at-19-28-54-Lectures-on-LHC-Physics-SpringerLink-768x512.jpeg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\" style=\"padding-top:0;padding-bottom:0;padding-left:0\">Lectures on LHC Physics<\/h5>\n\n\n\n<div class=\"wp-block-buttons has-link-color wp-elements-acc2577b14d172b55df80b4128786a69 is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/lhc.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">PDF Download \u2794<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/inspirehep.net\/literature\/834830\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">INSPIRE-HEP \u2794<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/link.springer.com\/book\/10.1007\/978-3-319-05942-6\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Springer Lecture Notes \u2794<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-custom-siegel-hintergrund-25-background-color has-background wp-container-content-9df8e368 is-vertical is-content-justification-left is-layout-flex wp-container-core-group-is-layout-699e0062 wp-block-group-is-layout-flex\" style=\"padding-top:var(--wp--preset--spacing--10);padding-right:var(--wp--preset--spacing--10);padding-bottom:var(--wp--preset--spacing--10);padding-left:var(--wp--preset--spacing--10)\">\n<figure class=\"wp-block-image size-full is-resized is-style-rounded is-style-rounded--3\"><img loading=\"lazy\" decoding=\"async\" width=\"728\" height=\"485\" src=\"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-content\/uploads\/2025\/12\/Screenshot-2025-09-02-at-19-29-20-Yet-Another-Introduction-to-Dark-Matter-The-Particle-Physics-Approach-SpringerLink.jpeg\" alt=\"\" class=\"wp-image-3062\" style=\"aspect-ratio:3\/2;object-fit:cover;width:512px;height:auto\" srcset=\"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-content\/uploads\/2025\/12\/Screenshot-2025-09-02-at-19-29-20-Yet-Another-Introduction-to-Dark-Matter-The-Particle-Physics-Approach-SpringerLink.jpeg 728w, https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-content\/uploads\/2025\/12\/Screenshot-2025-09-02-at-19-29-20-Yet-Another-Introduction-to-Dark-Matter-The-Particle-Physics-Approach-SpringerLink-300x200.jpeg 300w\" sizes=\"auto, (max-width: 728px) 100vw, 728px\" \/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\" style=\"padding-top:0;padding-bottom:0;padding-left:0\">Yet Another Introduction to Dark Matter \u2013 The Particle Physics Approach<\/h5>\n\n\n\n<div class=\"wp-block-buttons has-link-color wp-elements-ae1ba1bc4ba76e23762628ecbc9c7dbe is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/dark_matter.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">PDF Download \u2794<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/inspirehep.net\/literature\/1598268\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">INSPIRE-HEP \u2794<\/a><\/div>\n\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/link.springer.com\/book\/10.1007\/978-3-030-16234-4\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Springer Lecture Notes \u2794<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-custom-siegel-hintergrund-25-background-color has-background has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--30);padding-bottom:var(--wp--preset--spacing--30)\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-549b0c86 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\">\n<p><strong>Lecture Notes<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:75%\">\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/sm_notes.pdf\" data-type=\"page\" data-id=\"1016\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">WS 2024\/2025 and SS 2025 \u2013 Particle Physics 1+2<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/qcd_ws24.pdf\" data-type=\"page\" data-id=\"1016\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">WS 2024\/2025 \u2013 Quantum Chromodynamics (QCD)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/theorie2.pdf\" data-type=\"page\" data-id=\"1016\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">SS 2024 \u2013 Theoretische Physik 2<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/theorie1.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">WS 2023\/2024 \u2013 Theoretische Physik 1<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/ml_physics.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">WS 2023\/2024 \u2013 Machine Learning and Physics<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/electrodynamics.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">SS 2018 \u2013 Elektrodynamik<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/QCD.pdf\" data-type=\"page\" data-id=\"1016\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">WS 2017\/2018 \u2013 Quantum Chromodynamics (QCD)<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-549b0c86 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\">\n<p><strong>ML-Datasets<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-container-core-column-is-layout-f5bb311e wp-block-column-is-layout-flow\" style=\"flex-basis:75%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-87beb0d0 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/QCD.pdf\" data-type=\"page\" data-id=\"1016\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">ML Tutorial Dataset 1<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/data\/tutorial-2-data.zip\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">ML Tutorial Dataset 2<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/data\/tutorial-10-data.zip\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">ML Tutorial Dataset 3<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/data\/tutorial-11-data.zip\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">ML Tutorial Dataset 4<\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/data\/amplitudes.hdf5\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">L-GATr Regression<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/data\/toptagging_full.npz\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">L-GATr Classification<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/data\/event_generation_ttbar.hdf5\" data-type=\"page\" data-id=\"1016\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">L-GATr Generation<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-549b0c86 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\">\n<p><strong>More Notes<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:75%\">\n<p>In addition there are more of less historic notes on a variety of topics:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/sm_notes.pdf\" data-type=\"page\" data-id=\"1016\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><\/a><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/higgs.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">A brief Higgs introduction (German)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/qcd_ws24.pdf\" data-type=\"page\" data-id=\"1016\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><\/a><a href=\"https:\/\/inspirehep.net\/literature\/840434\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Physics searches at the LHC<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/theorie2.pdf\" data-type=\"page\" data-id=\"1016\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><\/a><a href=\"https:\/\/inspirehep.net\/literature\/1082006\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Top-Tagging<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/theorie1.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><\/a><a href=\"https:\/\/www.thphys.uni-heidelberg.de\/~plehn\/pics\/bsm.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">New Physics (incoherent)<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Writing Modern Machine Learning for LHC Physicists Lectures on LHC Physics Yet Another Introduction to Dark Matter \u2013 The Particle Physics Approach Lecture Notes ML-Datasets More Notes In addition there are more of less historic notes on a variety of topics:<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":1016,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"wp-custom-template-tilman","meta":{"footnotes":""},"class_list":["post-1638","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-json\/wp\/v2\/pages\/1638","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-json\/wp\/v2\/comments?post=1638"}],"version-history":[{"count":138,"href":"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-json\/wp\/v2\/pages\/1638\/revisions"}],"predecessor-version":[{"id":3064,"href":"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-json\/wp\/v2\/pages\/1638\/revisions\/3064"}],"up":[{"embeddable":true,"href":"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-json\/wp\/v2\/pages\/1016"}],"wp:attachment":[{"href":"https:\/\/www.thphys.uni-heidelberg.de\/aitp\/wp-json\/wp\/v2\/media?parent=1638"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}