diff --git a/.github/workflows/update-papers.yml b/.github/workflows/update-papers.yml
index 531e11de..81c78461 100644
--- a/.github/workflows/update-papers.yml
+++ b/.github/workflows/update-papers.yml
@@ -3,6 +3,7 @@ name: Update Papers
 on:
   schedule:
     - cron: '0 0 * * *'  # Runs every day at midnight UTC
+  workflow_dispatch:
 
 jobs:
   fetch-papers:
@@ -15,10 +16,14 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v2
         with:
-          python-version: '3.x'  # Use the latest version of Python
+          python-version: '3.10'  # Use the latest version of Python
 
       - name: Install dependencies
         run: |
+          pip install lxml
+          pip install nameparser
+          pip install python-dateutil
+          pip install requests
           pip install arxiv
 
       - name: Run script to fetch papers
@@ -28,6 +33,6 @@ jobs:
         run: |
           git config --local user.email "peter.lorenz.work@gmail.com"
           git config --local user.name "Peter Lorenz"
-          git add papers.json
+          git add assets/json/model_stealing_papers.json
           git commit -m "Update papers.json" || echo "No changes to commit"
-          git push
\ No newline at end of file
+          git push
diff --git a/Gemfile.lock b/Gemfile.lock
index 48095dfa..356634ef 100644
--- a/Gemfile.lock
+++ b/Gemfile.lock
@@ -168,8 +168,7 @@ GEM
     rb-fsevent (0.11.2)
     rb-inotify (0.10.1)
       ffi (~> 1.0)
-    rexml (3.3.6)
-      strscan
+    rexml (3.3.9)
     rouge (4.2.1)
     safe_yaml (1.0.5)
     sass-embedded (1.77.0-aarch64-linux-gnu)
@@ -177,7 +176,6 @@ GEM
     sass-embedded (1.77.0-x86_64-linux-gnu)
       google-protobuf (>= 3.25, < 5.0)
     sax-machine (1.3.2)
-    strscan (3.1.0)
     terminal-table (3.0.2)
       unicode-display_width (>= 1.1.1, < 3)
     tzinfo (2.0.6)
diff --git a/_posts/2023-03-21-tables.md b/_posts/2023-03-21-tables.md
index 0f7c61d5..2555cf5b 100644
--- a/_posts/2023-03-21-tables.md
+++ b/_posts/2023-03-21-tables.md
@@ -26,16 +26,14 @@ As a result, this list remains unfiltered, encompassing any paper primarily cent
 
 A note on the data: This list updates automatically with new papers, sometimes before I can manually review them. I typically conduct this review twice a week to remove papers unrelated to adversarial examples. Therefore, there might be occasional false positives among the most recent entries. Each new, unverified entry includes a probability score from my simple yet well-calibrated bag-of-words classifier, indicating its likelihood of focusing on adversarial examples.
 
-Below, you'll find the comprehensive paper list. I've also provided TXT and JSON files containing the same data, including one with abstracts. If you use this data for any interesting projects, I'd love to hear about your experiences.
+Below, you'll find the comprehensive paper list. I've also provided [JSON](https://github.com/lorenz-peter/lorenz-peter.github.io/blob/master/assets/json/model_stealing_papers.json) file containing the same data, including one with abstracts. If you use this data for any interesting projects, I'd love to hear about your experiences.
 
 <table
   data-toggle="table"
   data-show-fullscreen="true"
-  data-pagination="true"
+  data-pagination="false"
   data-search="true"
   data-show-columns="true"
-  data-page-size="25"
-  data-height="1024"
   data-url="{{ '/assets/json/model_stealing_papers.json' | relative_url }}">
   <thead>
     <tr class="tr-class-1">
@@ -46,27 +44,10 @@ Below, you'll find the comprehensive paper list. I've also provided TXT and JSON
   </thead>
 </table>
 
-<script>
-  var $table = $('#table')
-  var $page = $('#page')
-  var $button = $('#button')
-  var $button2 = $('#button2')
-  var $button3 = $('#button3')
-
-  $(function() {
-    $button.click(function () {
-      $table.bootstrapTable('selectPage', +$page.val())
-    })
-    $button2.click(function () {
-      $table.bootstrapTable('prevPage')
-    })
-    $button3.click(function () {
-      $table.bootstrapTable('nextPage')
-    })
-  })
-</script>
 
 ## Acknowledgment
 
 The idea is derived from Nicolas Carlini:
 [nicholas.carlini.com/writing/2019/all-adversarial-example-papers.html](https://nicholas.carlini.com/writing/2019/all-adversarial-example-papers.html).
+
+Recently, another website was deployed to discover research trends, [researchtrend.ai](https://researchtrend.ai/communities/AAML).
diff --git a/_projects/2_project.md b/_projects/2_project.md
index 06fb5e63..199934cf 100644
--- a/_projects/2_project.md
+++ b/_projects/2_project.md
@@ -1,11 +1,13 @@
 ---
 layout: page
-title: Oxford ML Summer School 2022
-description: Summer school participation
+title: Oxford ML Summer School
+description: Attendance certificates
 img: assets/img/oxlogo.jpg
 importance: 1
 category: work
 giscus_comments: true
 ---
 
-[Link to certificate](https://github.com/lorenz-peter/lorenz-peter.github.io/blob/master/assets/pdf/OxML22.pdf)
+Certificates
+- [OxML 22](https://drive.google.com/file/d/1Ey7rUSonFuYGuXCQLrFQkrQfOfsHvFfR/view?usp=sharing)
+- [OxML 24](https://drive.google.com/file/d/1d81Qk7Nw4MmmoiiSvy4_PGyPrGonN4oq/view?usp=sharing)
diff --git a/_projects/5_project.md b/_projects/5_project.md
index ce0a703a..7c0ae0d7 100644
--- a/_projects/5_project.md
+++ b/_projects/5_project.md
@@ -1,6 +1,6 @@
 ---
 layout: page
-title: MulitModel Model Slang Visualization
+title: MultiModality Model Slang Visualization
 description: Visualize your slang!
 img: assets/img/dm/slang.jpeg
 importance: 3
diff --git a/assets/json/papers.json b/assets/json/papers.json
deleted file mode 100644
index 754bc2ee..00000000
--- a/assets/json/papers.json
+++ /dev/null
@@ -1,42 +0,0 @@
-[
-    {
-        "id": "http://arxiv.org/abs/2410.08211v1",
-        "title": "LatteCLIP: Unsupervised CLIP Fine-Tuning via LMM-Synthetic Texts"
-    },
-    {
-        "id": "http://arxiv.org/abs/2410.08210v1",
-        "title": "PointOBB-v2: Towards Simpler, Faster, and Stronger Single Point Supervised Oriented Object Detection"
-    },
-    {
-        "id": "http://arxiv.org/abs/2410.08209v1",
-        "title": "Emerging Pixel Grounding in Large Multimodal Models Without Grounding Supervision"
-    },
-    {
-        "id": "http://arxiv.org/abs/2410.08208v1",
-        "title": "SPA: 3D Spatial-Awareness Enables Effective Embodied Representation"
-    },
-    {
-        "id": "http://arxiv.org/abs/2410.08207v1",
-        "title": "DICE: Discrete Inversion Enabling Controllable Editing for Multinomial Diffusion and Masked Generative Models"
-    },
-    {
-        "id": "http://arxiv.org/abs/2410.08203v1",
-        "title": "Complete and bi-continuous invariant of protein backbones under rigid motion"
-    },
-    {
-        "id": "http://arxiv.org/abs/2410.08202v1",
-        "title": "Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training"
-    },
-    {
-        "id": "http://arxiv.org/abs/2410.08201v1",
-        "title": "Efficient Dictionary Learning with Switch Sparse Autoencoders"
-    },
-    {
-        "id": "http://arxiv.org/abs/2410.08198v1",
-        "title": "Adam Exploits $\\ell_\\infty$-geometry of Loss Landscape via Coordinate-wise Adaptivity"
-    },
-    {
-        "id": "http://arxiv.org/abs/2410.08197v1",
-        "title": "From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions"
-    }
-]
\ No newline at end of file