diff --git a/src/404.md b/src/404.md
new file mode 100644
index 00000000..025b46cc
--- /dev/null
+++ b/src/404.md
@@ -0,0 +1,34 @@
+---
+title: "Page Not Found"
+permalink: /404.html
+skip_chartjs: true
+---
+
+## 404: Page Not Found
+
+The page you requested could not be found.
+
+Possible reasons:
+
+- The URL has a typo.
+- The page was moved or renamed.
+- You followed an outdated external link.
+
+### Helpful links
+
+- [Go to the ReproDB homepage]({{ '/' | relative_url }})
+- [Browse methodology pages]({{ '/methodology.html' | relative_url }})
+- [Browse systems conferences]({{ '/systems/' | relative_url }})
+- [Browse security conferences]({{ '/security/' | relative_url }})
+
+### Report a broken link
+
+If you expected this page to exist, please open an issue in the website repository:
+
+- [Create an issue on ReproDB/reprodb.github.io](https://github.com/ReproDB/reprodb.github.io/issues/new/choose)
+
+To help us fix it quickly, include:
+
+- The full URL that returned 404.
+- The page where you clicked the link (referrer URL).
+- A short note about what you expected to find.
diff --git a/src/about.md b/src/about.md
index 353250b7..38de5253 100644
--- a/src/about.md
+++ b/src/about.md
@@ -1,10 +1,25 @@
 ---
-title: "Contribute"
+title: "About"
 permalink: /about.html
 skip_chartjs: true
 ---
 
-ReproDB is fully open source. We welcome contributions of all kinds!
+ReproDB and its underlying methodology are described in *ReproDB: An Open Platform for Discovering Research Artifacts and Analyzing their Evaluation in Security and Systems* by Vahldiek-Oberwagner, Bognar, and Signorello (ACM REP 2026).
+
+If you use ReproDB in your research, please cite:
+
+```bibtex
+@inproceedings{vahldiek2026reprodb,
+ author = {Vahldiek-Oberwagner, Anjo and Bognar, Marton and Signorello, Salvatore},
+ title = {ReproDB: An Open Platform for Discovering Research Artifacts and Analyzing their Evaluation in Security and Systems},
+ booktitle = {Proceedings of the ACM Conference on Reproducibility and Replicability (ACM REP)},
+ year = {2026}
+}
+```
+
+### Acknowledgements
+
+This project celebrates the work of **artifact authors** who go the extra mile to make research reproducible, and **artifact evaluation committees** (AE chairs and members) who invest time reviewing and certifying artifacts. Their contributions strengthen our scientific record. We thank the communities maintaining [sysartifacts](https://sysartifacts.github.io/) and [secartifacts](https://secartifacts.github.io/) for publishing detailed evaluation results. Inspired by [Systems Circus](https://nebelwelt.net/pubstats/) and [csrankings.org](https://csrankings.org/).
 
 ### Report Issues or Fix Bugs
 
diff --git a/src/assets/charts/badge_distribution.svg b/src/assets/charts/badge_distribution.svg
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diff --git a/src/authors.md b/src/authors.md
index aace2b5f..d0630818 100644
--- a/src/authors.md
+++ b/src/authors.md
@@ -14,8 +14,8 @@ Authors ranked by number of evaluated artifacts, split by research area. Click a
 | **Total Authors** | {{ site.data.author_summary.total_authors }} |
 {% endif %}
 
-- [Systems Authors]({{ '/systems_authors.html' | relative_url }}) — Authors at systems conferences
-- [Security Authors]({{ '/security_authors.html' | relative_url }}) — Authors at security conferences
+- [Systems Authors]({{ '/combined_rankings.html' | relative_url }}?area=systems&contrib=artifacts) — Authors at systems conferences
+- [Security Authors]({{ '/combined_rankings.html' | relative_url }}?area=security&contrib=artifacts) — Authors at security conferences
 
 ---
 
diff --git a/src/index.md b/src/index.md
index 63b3b0fc..62ec5757 100644
--- a/src/index.md
+++ b/src/index.md
@@ -8,7 +8,7 @@ skip_chartjs: true
 <div id="search-hero" class="rdb-search-hero">
   <div class="rdb-search-hero-inner">
     <p class="rdb-search-tagline">
-      Research artifacts and artifact evaluation drive reproducibility and scientific impact. <strong>ReproDB</strong> aggregates and surfaces artifact evaluation outcomes across major <a href="{{ '/security/' | relative_url }}">security</a> and <a href="{{ '/systems/' | relative_url }}">systems</a> conferences, and also includes automatically discovered artifact links from <a href="{{ '/artifinder.html' | relative_url }}">ArtiFinder</a>. The site recognizes the contributions of both artifact authors and artifact evaluation service.
+      Research artifacts and artifact evaluation drive reproducibility and scientific impact. <strong>ReproDB</strong> aggregates and surfaces artifact evaluation outcomes across major <a href="{{ '/security/' | relative_url }}">security</a> and <a href="{{ '/systems/' | relative_url }}">systems</a> conferences, and also includes automatically discovered artifact links from <a href="{{ '/methodology/artifinder.html' | relative_url }}">ArtiFinder</a>. The site recognizes the contributions of both artifact authors and artifact evaluation service.
     </p>
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       <div class="rdb-search-box-wrap">
diff --git a/src/methodology/author-metrics.md b/src/methodology/author-metrics.md
index 26aca6d4..095d004c 100644
--- a/src/methodology/author-metrics.md
+++ b/src/methodology/author-metrics.md
@@ -4,10 +4,12 @@ permalink: /methodology/author-metrics.html
 skip_chartjs: true
 ---
 
-## Author Metrics
-
 Individual author statistics are computed by matching artifact papers to DBLP records. Each metric is calculated as follows:
 
+## Badge Definitions
+
+We rely on each conference's official badge definitions. We treat the same badge name as comparable across venues (e.g., Available in one venue is assumed to mean the same or similar level of availability in another). We make the same assumption for Functional. For the highest tier, Reproduced (security) and Reusable (systems) are treated as equivalent.
+
 ### Artifacts
 The total number of evaluated artifacts (papers with at least one badge) authored by this person across all tracked conferences.
 
diff --git a/src/methodology/data-collection.md b/src/methodology/data-collection.md
index 96d4fc21..0ffbdcd6 100644
--- a/src/methodology/data-collection.md
+++ b/src/methodology/data-collection.md
@@ -4,8 +4,6 @@ permalink: /methodology/data-collection.html
 skip_chartjs: true
 ---
 
-## Data Collection
-
 We scrape artifact evaluation results from sysartifacts/secartifacts websites, extract paper titles, authors, badges (Available, Functional, Reproducible, Reusable) and repository URLs. For USENIX conferences (ATC, FAST) we also scrape badge data from technical session pages. AE committee data is gathered from sysartifacts/secartifacts plus direct scraping (USENIX, CHES, PETS websites).
 
 In addition to AE results, we ingest **automatically-discovered** artifact links from [ArtiFinder](https://github.com/DistriNet/ArtiFinder) (via the [ArtiFinder-Data](https://github.com/DistriNet/ArtiFinder-Data) dataset) and match them to papers by normalized title and author list. These links are **unverified**, carry no badges, and are **excluded from every score**; see [ArtiFinder-Discovered Artifacts](#artifinder-discovered-artifacts) below.
diff --git a/src/methodology/institution-metrics.md b/src/methodology/institution-metrics.md
index 2544220a..36a96bcd 100644
--- a/src/methodology/institution-metrics.md
+++ b/src/methodology/institution-metrics.md
@@ -4,8 +4,6 @@ permalink: /methodology/institution-metrics.html
 skip_chartjs: true
 ---
 
-## Institution Metrics
-
 Institution-level statistics aggregate contributions from all authors affiliated with that institution. Affiliations are determined from DBLP person pages and CSRankings faculty data.
 
 ### How Institution Data is Aggregated
diff --git a/src/methodology/pipeline.md b/src/methodology/pipeline.md
index bcf75143..39277dcd 100644
--- a/src/methodology/pipeline.md
+++ b/src/methodology/pipeline.md
@@ -4,22 +4,26 @@ permalink: /methodology/pipeline.html
 skip_chartjs: true
 ---
 
-## Pipeline
-
-The pipeline is orchestrated by a [stage dependency graph](https://github.com/ReproDB/reprodb-pipeline/blob/main/src/stages.py) and runs monthly (1st of each month) via [GitHub Actions](https://github.com/ReproDB/reprodb-pipeline/actions):
+The pipeline is orchestrated by a [stage dependency graph](https://github.com/ReproDB/reprodb-pipeline/blob/main/src/stages.py) and runs monthly (on the 1st of each month) via [GitHub Actions](https://github.com/ReproDB/reprodb-pipeline/actions). The graph currently includes 17 stages, with several optional stages that only run when their inputs or caches are available:
 
 1. **Extract DBLP data** — download and parse the DBLP XML database (~3 GB compressed) for author-paper mappings and affiliations
-2. **Scrape artifact results** from sysartifacts/secartifacts websites and USENIX technical session pages
-3. **Collect repository statistics** (GitHub stars/forks, Zenodo/Figshare downloads) and check artifact URL availability
-4. **Compute author statistics** — match papers to DBLP authors, filter by AE-active years, compute per-author metrics
-5. **Generate area-specific author data** — separate systems, security, and combined stats
-6. **Aggregate committee statistics** — compile AE membership and chair roles from scraped data
-7. **Compute combined rankings** — apply weighted scoring formula, enforce minimum threshold, assign ranks with dense tie-breaking
-8. **Aggregate institution rankings** — sum across affiliated authors, classify institution roles
-9. **Build author profiles and search index** — generate per-author detail records
-10. **Record ranking history** — snapshot current rankings for trend tracking
-11. **Export data** (JSON/YAML) to this website
+2. **Generate statistics** — scrape artifact evaluation results from sysartifacts/secartifacts websites and USENIX technical session pages
+3. **Collect repository statistics** — gather GitHub stars/forks and archive download counts for artifact repositories
+4. **Check artifact URL availability** — run monthly liveness checks over artifact URLs
+5. **Generate AE participation statistics** — compare AE participation with DBLP publication counts
+6. **Compute author statistics** — match papers to DBLP authors, filter by AE-active years, and compute per-author metrics
+7. **Integrate ArtiFinder-discovered links** — ingest automatically discovered artifact links from the [ArtiFinder-Data](https://github.com/DistriNet/ArtiFinder-Data) dataset
+8. **Generate area-specific author data** — separate systems, security, and combined stats
+9. **Aggregate committee statistics** — compile AE membership and chair roles from scraped data
+10. **Compute combined rankings** — apply weighted scoring formula, enforce minimum threshold, assign ranks with dense tie-breaking; ArtiFinder-discovered links are reported separately and do not affect scores
+11. **Aggregate institution rankings** — sum across affiliated authors and classify institution roles
+12. **Build author profiles** — generate per-author detail records
+13. **Build search index** — generate the searchable data set and mark automatically discovered ArtiFinder links in search/profile views
+14. **Record ranking history** — snapshot current rankings for trend tracking
+15. **Generate visualizations** — build SVG charts for the methodology pages and summaries
+16. **Collect paper citations via DOI** — fetch citation counts from OpenAlex/Semantic Scholar
+17. **Collect baseline citations** — fetch citation counts for non-AE papers for comparison
 
-Independent stages run in parallel where the dependency graph allows. All output data structures are formally defined in the [Data Schemas](https://reprodb.github.io/data-schemas/) documentation.
+Independent stages run in parallel where the dependency graph allows. ArtiFinder links are unverified and excluded from all AE-based rankings; they are surfaced separately in search and the dedicated ArtiFinder page. Optional stages may be skipped when their prerequisites are unavailable or their caches are still valid. All output data structures are formally defined in the [Data Schemas](https://reprodb.github.io/data-schemas/) documentation.
 
 The complete pipeline takes ~30 minutes and processes {{ site.data.summary.total_artifacts }}+ artifact papers.
diff --git a/src/methodology/repository-statistics.md b/src/methodology/repository-statistics.md
index a1b381e2..3851d3cb 100644
--- a/src/methodology/repository-statistics.md
+++ b/src/methodology/repository-statistics.md
@@ -4,8 +4,6 @@ permalink: /methodology/repository-statistics.html
 skip_chartjs: true
 ---
 
-## Repository Statistics
-
 For artifacts with GitHub/GitLab repositories or Zenodo/Figshare archives, we collect engagement metrics as supplementary signals of community uptake:
 
 ### GitHub/GitLab Metrics
diff --git a/src/methodology/search-keywords.md b/src/methodology/search-keywords.md
index 8cfafbf3..019f2b3c 100644
--- a/src/methodology/search-keywords.md
+++ b/src/methodology/search-keywords.md
@@ -4,8 +4,6 @@ permalink: /methodology/search-keywords.html
 skip_chartjs: true
 ---
 
-## Search Keywords
-
 The [search bar]({{ '/' | relative_url }}) supports special `#` keywords that filter results by specific criteria. Keywords can be combined with each other and with free text.
 
 | Keyword | Description |
diff --git a/src/profile.md b/src/profile.md
index e60477dc..1ef3f4d1 100644
--- a/src/profile.md
+++ b/src/profile.md
@@ -1,7 +1,7 @@
 ---
 title: "Profile"
 permalink: /profile.html
-layout: default
+layout: single
 ---
 
 {% include profile_common.html %}