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Markdown
518 lines
24 KiB
Markdown
# Publish Assistant
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Hugo-generated website that helps researchers:
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- identify important venues to publish in;
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- keep track of submission deadlines;
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- retrieve important papers for each issue.
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---
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## Overview
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The site is domain-driven: a researcher picks a research area (e.g. "edge and cloud systems") and the assistant builds a curated, ranked, up-to-date snapshot of where to publish, when to submit, and what to read. The output is a static Hugo site that can be rebuilt on demand.
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Multiple research topics live under the same Hugo instance as subsites (`/cloud-edge/`, `/embedded-ai/`, …). Each topic has its own venue list, deadlines, digests, and calendar. Layouts, theme, and JavaScript are shared.
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Work is split between **automated scripts** (data fetching, Hugo content generation) and **agent tasks** (domain curation, paper selection, deadline gap-filling). The README below documents both halves so the site can be kept fresh over time.
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---
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## Repository Layout
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```
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publish-assistant/
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├── site/ # Hugo project
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│ ├── hugo.toml
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│ ├── themes/PaperMod/ # PaperMod theme (git submodule)
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│ ├── layouts/
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│ │ ├── _default/calendar.html # FullCalendar layout
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│ │ ├── _default/digests.html # Digest list layout
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│ │ └── partials/
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│ │ ├── header.html # Section-aware nav override
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│ │ └── extend_head.html # Calendar CSS injection
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│ ├── content/ # Generated — do not edit by hand
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│ │ ├── _index.md # Global landing page
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│ │ └── <topic>/ # One subdir per topic, e.g. cloud-edge/
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│ │ ├── _index.md # Topic home page
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│ │ ├── venues/ # Venue pages (generated)
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│ │ ├── calendar/ # Deadline calendar (generated)
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│ │ └── digests/ # Paper digests (generated)
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│ └── data/
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│ ├── topics.yaml # Topic registry (nav + build loop)
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│ ├── rankings/ # Shared across all topics
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│ │ ├── icore.csv # ICORE conference rankings
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│ │ └── scimago.csv # SCImago journal rankings (optional)
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│ └── <topic>/ # One subdir per topic, e.g. cloud-edge/
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│ ├── venues.yaml # Master venue list ← primary edit target
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│ ├── deadlines.yaml # Deadline cache; manual entries preserved
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│ ├── best_papers.yaml # Best-paper awards
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│ └── papers/
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│ ├── <V>-<Y>-candidates.yaml # Full paper list (pa-fetch-papers)
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│ └── <V>-<Y>-digest.yaml # Curated selection (agent, Task 3)
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├── src/publish_assistant/ # Python package
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│ ├── fetch_icore.py
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│ ├── fetch_scimago.py
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│ ├── fetch_deadlines.py
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│ ├── fetch_papers.py
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│ ├── fetch_best_papers.py
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│ └── generate_content.py
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├── pyproject.toml # uv project; CLI entry points
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├── uv.lock
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├── build.sh
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└── README.md
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```
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**Topic isolation**: each topic owns its `site/data/<topic>/` directory (venues, deadlines, papers) and generates into `site/content/<topic>/`. The shared `site/data/rankings/` CSVs are reused by every topic. The nav bar automatically shows topic-relative Venues / Calendar / Digests links when inside a topic, and lists all topics from `topics.yaml` on the root page.
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---
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## Setup
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```bash
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uv sync # installs all dependencies + registers CLI tools
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# Available commands after sync:
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uv run pa-fetch-icore
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uv run pa-fetch-scimago
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uv run pa-fetch-deadlines
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uv run pa-fetch-best-papers
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uv run pa-fetch-papers --venue OSDI --year 2025
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uv run pa-generate
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# Local dev server:
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./build.sh --dev
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# or, to process one topic without re-fetching:
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./build.sh --skip-rankings --topic cloud-edge --dev
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```
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---
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## Data Sources
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| Source | What it provides | Automatable? | Known issues |
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| --- | --- | --- | --- |
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| [ICORE](https://portal.core.edu.au/conf-ranks/) | Conference rankings (A*, A, B, C) | Yes | Pagination uses `javascript:jumpPage('N')` — handled in `fetch_icore.py` |
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| [SCImago](https://www.scimagojr.com/) | Journal quartiles, SJR, H-index | Blocked | Anti-bot returns HTML; add data manually to `venues.yaml` under `scimago_quartile` etc. |
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| [DBLP](https://dblp.org/) | Paper metadata by venue | Yes | Use `dblp_key` field in `venues.yaml` |
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| [OpenAlex](https://openalex.org/) | Papers, open-access links | Yes | Fallback when DBLP is thin |
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| [WikiCFP](http://wikicfp.com/) | Submission deadlines | Partially | See detailed notes below |
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| [Conference websites](.) | Authoritative deadlines | Partially | See Task 2 |
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| [jeffhuang.com/best_paper_awards/](https://jeffhuang.com/best_paper_awards/) | Best paper awards since 1996, ~32 venues | Yes | Manually maintained; run `pa-fetch-best-papers` annually |
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---
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## WikiCFP Integration — Detailed Notes
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WikiCFP is the primary deadline source but has several quirks that required workarounds:
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**HTML structure**: Detail pages use `<th>` for row labels (not `<td>`). The parser in `fetch_cfp_details()` specifically looks for `<th>` + `<td>` pairs. Do not revert to `find_all("td")` — it will find zero deadline rows.
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**Direct ID lookup**: Add `wikicfp_id: "<event_id>"` to a venue entry in `venues.yaml` to skip the search and fetch that page directly. This avoids wrong matches on common acronyms. Verified IDs for the cloud-edge topic:
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| Venue | WikiCFP event ID |
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| --- | --- |
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| SOSP | 191399 |
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| EuroSys | 186524 |
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| SoCC | 191071 |
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| Middleware | 190153 |
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| IPDPS | 189093 |
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| HPDC | 191029 |
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**Skipping search**: Set `wikicfp_id: false` to skip WikiCFP entirely for a venue (e.g., ATC, SC, SEC — where the search returns wrong events). Deadlines for these must be filled manually.
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**Conferences not on WikiCFP** (for systems/networking): OSDI, NSDI, USENIX ATC, SC, MobiSys, SEC. Use `wikicfp_id: false` for all of them.
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**Manual deadline entries**: Add entries with `source: manual` to `site/data/<topic>/deadlines.yaml`. The fetcher preserves all `source: manual` entries across runs. Format:
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```yaml
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ATC:
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source: manual
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event_dates: Nov 16-18, 2026
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location: Hong Kong
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submission_deadline: Jun 10, 2026
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notification: Sep 18, 2026
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camera_ready: Oct 16, 2026
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cfp_url: https://sigops.org/s/conferences/atc/2026/cfp.html
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```
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---
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## `venues.yaml` Schema
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```yaml
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conferences:
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- acronym: SOSP
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full_name: "ACM Symposium on Operating Systems Principles"
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domain: [<topic-slug>, operating-systems, distributed-systems]
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url: "https://sigops.org/s/conferences/sosp/"
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dblp_key: "conf/sosp"
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wikicfp_id: "191399" # direct lookup; omit to use search; false to skip entirely
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journals:
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- acronym: TPDS
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full_name: "IEEE Transactions on Parallel and Distributed Systems"
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domain: [<topic-slug>, parallel-computing, distributed-systems]
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issn: "1045-9219"
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url: "https://www.computer.org/csdl/journal/td"
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dblp_key: "journals/tpds"
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submission_model: rolling
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scimago_quartile: Q1 # add manually — SCImago CSV download is blocked
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scimago_sjr: "1.560"
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scimago_h_index: "131"
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```
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**Important**: Hugo reserves the front matter field `url` as a page URL override. `generate_content.py` maps `venues.yaml:url` → front matter field `homepage` to avoid this conflict.
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---
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## `topics.yaml` Schema
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```yaml
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topics:
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- slug: cloud-edge
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title: "Edge and Cloud Systems"
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description: "Conferences and journals for edge computing, cloud systems, and distributed systems."
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- slug: embedded-ai
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title: "Embedded AI"
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description: "Conferences and journals for on-device ML, edge inference, and TinyML."
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```
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The `slug` must match the directory names under `site/data/` and `site/content/`. It also becomes the URL prefix (`/cloud-edge/`, `/embedded-ai/`). The `title` appears in the nav bar on the root page and on the topic's section home.
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---
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## Scripts
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All scripts are installed as CLI entry points by `uv sync`.
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### `pa-fetch-icore`
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Downloads ICORE rankings. Shared across all topics — run once per build.
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```bash
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uv run pa-fetch-icore # fetch all
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uv run pa-fetch-icore --query "distributed systems"
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```
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### `pa-fetch-scimago`
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Downloads SCImago CSV. **Currently blocked by anti-bot.** Will raise a descriptive error if it receives HTML instead of CSV. Add journal data manually to `venues.yaml` instead.
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```bash
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uv run pa-fetch-scimago --list-areas # show area codes
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uv run pa-fetch-scimago --area 1705 # networks
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```
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### `pa-fetch-deadlines`
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Fetches submission deadlines from WikiCFP for a specific topic. Preserves `source: manual` entries.
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```bash
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uv run pa-fetch-deadlines \
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--venues site/data/cloud-edge/venues.yaml \
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--output site/data/cloud-edge/deadlines.yaml
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```
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After running: check `deadlines.yaml` for the `missing:` list, then do Task 2.
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### `pa-fetch-best-papers`
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Scrapes [jeffhuang.com/best_paper_awards/](https://jeffhuang.com/best_paper_awards/) and writes `best_papers.yaml`. Run once per year.
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```bash
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uv run pa-fetch-best-papers
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```
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### `pa-fetch-papers`
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Fetches paper lists from DBLP (with OpenAlex fallback).
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```bash
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uv run pa-fetch-papers --venue OSDI --year 2024
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uv run pa-fetch-papers --venue TPDS --year 2024 --source openalex
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```
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### `pa-generate`
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Regenerates all Hugo content for one topic from its data files. Safe to re-run at any time.
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```bash
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# Explicit (for a specific topic):
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uv run pa-generate \
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--venues site/data/cloud-edge/venues.yaml \
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--deadlines site/data/cloud-edge/deadlines.yaml \
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--papers-dir site/data/cloud-edge/papers \
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--content site/content/cloud-edge \
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--base-path /cloud-edge
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# Defaults (cloud-edge):
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uv run pa-generate
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```
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`--base-path` prefixes all internal links in generated markdown (e.g. `/cloud-edge/venues/…`). It must match the topic slug in the URL.
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Preserved fields (never overwritten): `notes`, `deadline_source`.
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Stripped fields (removed on regen to avoid stale data): `url` (Hugo reserved), `papers`.
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### `build.sh`
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Full pipeline orchestrator. Loops over all topics in `topics.yaml` by default.
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```bash
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./build.sh # full build, all topics
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./build.sh --topic cloud-edge # one topic only
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./build.sh --skip-rankings # skip icore/scimago fetches (use cached CSVs)
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./build.sh --skip-deadlines # use cached deadlines.yaml
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./build.sh --dev # hugo server instead of build
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./build.sh --topic cloud-edge --dev # dev server, one topic
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```
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---
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## Hugo Content Structure
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### Multi-topic routing
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Hugo treats `site/content/<topic>/` as a section. All pages inside it are served under `/<topic>/`. The nav bar partial (`site/layouts/partials/header.html`) detects `.Section` at render time:
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- **Inside a topic** (`cloud-edge`, `embedded-ai`, …): renders Venues / Calendar / Digests links relative to that section.
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- **At the root** (`/`): renders one link per topic from `site/data/topics.yaml`.
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To add a topic: populate `site/data/topics.yaml` + `site/data/<topic>/venues.yaml`, then run `./build.sh --topic <slug>`. The new section appears in the global nav automatically.
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### Venues
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**`site/content/<topic>/venues/_index.md`** — overview, links to conferences and journals. Generated.
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**`site/content/<topic>/venues/conferences/_index.md`** — table of all conferences sorted by ICORE rank with deadlines, domains, and digest count. Generated.
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**`site/content/<topic>/venues/journals/_index.md`** — table of all journals sorted by SCImago quartile. Generated.
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Each venue page body is **fully generated Markdown**. The body includes a metadata table (rank, domains, latest digest link), an upcoming deadline block, and previous-edition info blocks (paper count, topics, digest link).
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### Calendar
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**`site/content/<topic>/calendar/_index.md`** — uses `layout: calendar`. Events are embedded as JSON-ready YAML in the `events:` front matter field by `pa-generate`. Colors: orange = abstract deadline, red = paper deadline, blue = conference dates.
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### Digests
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**`site/content/<topic>/digests/<VENUE>-<YEAR>/index.md`** — leaf page (`index.md`, not `_index.md`). Body contains the full paper list with TL;DR and why-notable for each paper. Papers data lives in `site/data/<topic>/papers/<V>-<Y>-digest.yaml`.
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---
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## Agent Prompts
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Ready-to-use prompts. Paste directly into Claude Code (or any agent) as a starting point.
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---
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### Bootstrap a new topic
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```
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Bootstrap a new publish-assistant topic for "<TOPIC NAME>" (slug: <slug>).
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Steps:
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1. Research the top 10–15 conferences and 5–10 journals for this domain. Use
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csrankings.org, the ICORE portal (portal.core.edu.au/conf-ranks/), and
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SCImago (scimagojr.com) for rankings.
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2. For each conference: record acronym, full name, ICORE rank, official
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website URL for the upcoming edition, DBLP stream key (conf/<key>), and
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WikiCFP event ID if you can find it (set wikicfp_id: false for short or
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ambiguous acronyms).
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3. For each journal: record acronym, full name, ISSN, SCImago quartile + SJR
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+ H-index (add inline to venues.yaml — the CSV download is blocked), DBLP
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stream key (journals/<key>), submission model (rolling / special issues).
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4. Create site/data/<slug>/venues.yaml following the schema in the README.
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5. Create site/data/<slug>/papers/ (empty directory).
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6. Add the topic to site/data/topics.yaml:
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- slug: <slug>
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title: "<TOPIC NAME>"
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description: "<one-line description>"
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7. Create site/content/<slug>/_index.md:
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---
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title: "<TOPIC NAME>"
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description: "<one-line description>"
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draft: false
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---
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8. Run: ./build.sh --skip-rankings --topic <slug>
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(Use --skip-rankings to reuse cached ICORE data if already fresh.)
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9. For any conferences under deadlines.yaml missing:, do the manual deadline
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task (Task 2 in the README).
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10. Run: ./build.sh --skip-rankings --topic <slug>
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Then: hugo --source site --minify
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Confirm the site builds cleanly and /<slug>/venues/ loads correctly.
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Checklist before finishing:
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- [ ] site/data/<slug>/venues.yaml has all venues with correct dblp_key
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- [ ] wikicfp_id set or false on every conference
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- [ ] SCImago data added inline for every journal
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- [ ] site/data/topics.yaml updated
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- [ ] site/content/<slug>/_index.md created
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- [ ] ./build.sh --skip-rankings --topic <slug> runs without errors
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- [ ] hugo --source site --minify succeeds
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```
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---
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### Add a venue to an existing topic
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```
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Add <ACRONYM> to the publish-assistant topic "<slug>".
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1. Look up:
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- Full name and ICORE rank (conferences) or SCImago quartile + SJR + H-index (journals)
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- Official website URL for the upcoming edition
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- DBLP stream key at dblp.org
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- WikiCFP event ID, or note if this acronym is ambiguous (set wikicfp_id: false)
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2. Append the entry to site/data/<slug>/venues.yaml following the existing schema.
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3. Run: uv run pa-fetch-deadlines \
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--venues site/data/<slug>/venues.yaml \
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--output site/data/<slug>/deadlines.yaml
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4. If the conference appears under missing: in deadlines.yaml, find the deadline
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on the official CFP page and add a source: manual entry.
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5. Run: uv run pa-generate (defaults to cloud-edge) or with explicit --venues /
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--content / --base-path flags for the target topic.
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6. Confirm the new venue page appears at /<slug>/venues/conferences/<acronym>/
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(or journals/) with correct metadata.
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```
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---
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### Build a digest for a venue + year
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```
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Build a paper digest for <ACRONYM> <YEAR> in the publish-assistant topic "<slug>".
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1. Run: uv run pa-fetch-papers --venue <ACRONYM> --year <YEAR>
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This writes site/data/<slug>/papers/<ACRONYM>-<YEAR>-candidates.yaml.
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2. Run: uv run pa-fetch-best-papers
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(Skip if site/data/best_papers.yaml already exists and is recent.)
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3. Read the candidates file. Select 8–15 papers that are:
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- Methodologically novel (new algorithms, system designs, formal proofs)
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- Attracting community attention (highly cited if issue is ≥1 year old;
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well-known authors or top-venue co-publications if recent)
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- Representative of the breadth of the issue (avoid over-indexing on one subtheme)
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- Preferably open-access (arXiv, USENIX, ACM OpenTOC)
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Flag any paper in best_papers.yaml (include it; it's a strong signal).
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4. For each selected paper write:
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- tldr: one sentence, the core technical contribution
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- why_notable: 1–2 sentences — novelty, impact, surprising result, or
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influential technique; what would make a program committee member
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recommend this paper to colleagues
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5. Write site/data/<slug>/papers/<ACRONYM>-<YEAR>-digest.yaml:
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venue: <ACRONYM>
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year: <YEAR>
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date: "<YYYY-MM-DD of first conference day>"
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tags: [<3–5 topic tags>]
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selected:
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- dblp_key: "..."
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title: "..."
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tldr: "..."
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why_notable: "..."
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6. Run: uv run pa-generate (or with explicit flags for the topic)
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7. Confirm the digest page at /<slug>/digests/<acronym>-<year>/ renders correctly.
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```
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---
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### Annual cycle refresh for a topic
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```
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Refresh the publish-assistant topic "<slug>" for the new conference cycle.
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1. For each conference in site/data/<slug>/venues.yaml:
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a. Check whether the url field points to the upcoming edition (many venues
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use year-specific URLs like osdi26, 2027.eurosys.org, mobisys/2026/).
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Update any that point to past editions.
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b. Verify wikicfp_id still points to the upcoming edition by visiting
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http://wikicfp.com/cfp/servlet/event.showcfp?eventid=<ID>.
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If it points to a past event, search WikiCFP for the new edition.
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If the new event page doesn't exist yet, set wikicfp_id: false and add
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a source: manual entry to deadlines.yaml; restore the ID once it appears.
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2. Run: uv run pa-fetch-deadlines \
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--venues site/data/<slug>/venues.yaml \
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--output site/data/<slug>/deadlines.yaml
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3. For each entry under missing: in deadlines.yaml, visit the conference CFP
|
||
page and add a source: manual entry to deadlines.yaml.
|
||
|
||
4. Run: ./build.sh --skip-rankings --topic <slug>
|
||
Then confirm hugo --source site --minify succeeds and all venue pages show
|
||
correct upcoming deadlines.
|
||
|
||
Checklist:
|
||
- [ ] All conference url fields updated to upcoming edition
|
||
- [ ] All wikicfp_id values verified (or set to false + manual entry)
|
||
- [ ] missing: list in deadlines.yaml is empty
|
||
- [ ] Build succeeds, no broken links
|
||
```
|
||
|
||
---
|
||
|
||
## Agent Tasks (Reference)
|
||
|
||
### Task 1 — Bootstrap a topic
|
||
See the "Bootstrap a new topic" prompt above. The one-shot checklist is embedded in the prompt.
|
||
|
||
### Task 2 — Fill in missing deadlines
|
||
|
||
**Trigger:** `pa-fetch-deadlines` lists conferences under `missing:`, or a deadline looks wrong.
|
||
|
||
1. For each missing conference, visit the official website's "Call for Papers" / "Important Dates" page.
|
||
2. Also check WikiCFP manually — if you find the right event ID, add `wikicfp_id` to `venues.yaml` so future runs fetch it automatically.
|
||
3. Extract: abstract deadline, paper deadline, notification, camera-ready, event dates, location.
|
||
4. Add a `source: manual` entry to `site/data/<topic>/deadlines.yaml`.
|
||
5. Run `uv run pa-generate` (with explicit flags for the topic).
|
||
|
||
**Conferences reliably NOT on WikiCFP** (systems/networking):
|
||
- USENIX family: OSDI, NSDI, USENIX ATC, USENIX Security — use usenix.org
|
||
- SC — use sc`<YY>`.supercomputing.org
|
||
- MobiSys — use sigmobile.org/mobisys/`<YEAR>`/
|
||
- SEC — use acm-ieee-sec.org/`<YEAR>`/
|
||
- Short/common acronyms (ATC, SEC) collide with unrelated events — always use `wikicfp_id: false`
|
||
|
||
### Task 3 — Build a digest
|
||
See the "Build a digest for a venue + year" prompt above.
|
||
|
||
**Digest YAML format:**
|
||
```yaml
|
||
venue: OSDI
|
||
year: 2024
|
||
date: "2024-07-10"
|
||
tags: [llm-serving, distributed-systems, storage]
|
||
|
||
selected:
|
||
- dblp_key: "conf/osdi/ZhongLCHZL0024"
|
||
title: "DistServe: Disaggregating Prefill and Decoding ..."
|
||
tldr: "Separates prefill and decode onto different GPU pools, eliminating head-of-line blocking."
|
||
why_notable: "Became one of the most-cited LLM systems papers of 2024; disaggregation is now standard in production inference stacks."
|
||
```
|
||
|
||
### Task 4 — Refresh rankings
|
||
|
||
1. Run `uv run pa-fetch-icore` for fresh ICORE data.
|
||
2. For SCImago: download the CSV manually from [scimagojr.com](https://www.scimagojr.com/journalrank.php) and place at `site/data/rankings/scimago.csv`. The automated fetch is blocked.
|
||
3. For each journal in `venues.yaml`, compare `scimago_quartile` / `scimago_sjr` against new CSV. Update inline values if changed.
|
||
4. Run `./build.sh --skip-deadlines` (or per-topic with `--topic <slug>`).
|
||
|
||
### Task 5 — Add a new venue mid-cycle
|
||
See the "Add a venue to an existing topic" prompt above.
|
||
|
||
### Task 6 — Annual cycle refresh
|
||
See the "Annual cycle refresh for a topic" prompt above.
|
||
|
||
---
|
||
|
||
## Known Gotchas (for agents picking this up)
|
||
|
||
- **`--base-path` must match the topic slug**: `pa-generate --base-path /cloud-edge` prefixes all internal links in generated markdown. If you run `pa-generate` without this flag (old default was `/cloud-edge`), all links on the new topic would resolve to `/cloud-edge/...` instead. Always pass explicit `--base-path /<slug>` when generating for a non-default topic, or use `build.sh --topic <slug>` which sets it automatically.
|
||
- **Hugo `url` field**: reserved by Hugo to override the page URL. `venues.yaml` uses `url:` but `generate_content.py` maps it to `homepage:` in front matter. Never write `url:` in Hugo front matter via the generator.
|
||
- **PaperMod renders body, not front matter**: all visible content must be in the Markdown body. Front matter is used only for metadata and Hugo taxonomy. If a page looks empty, check that `_conf_body()` / `_journal_body()` etc. are being called.
|
||
- **`_index.md` vs `index.md`**: section pages use `_index.md` (list template), leaf pages use `index.md` (single template). Digest pages are `index.md` — using `_index.md` makes them section pages and breaks pagination.
|
||
- **Rankings CSVs are in `site/data/rankings/`**: Hugo's data loader is configured to ignore `data/rankings/*.csv` via `ignoreFiles` in `hugo.toml`. If you move these files or add new CSVs, update `ignoreFiles` accordingly — Hugo cannot parse arbitrary CSV as a data map and will error on build.
|
||
- **ICORE pagination**: the ICORE portal uses `javascript:jumpPage('N')` links, not standard `?page=N` URLs. `fetch_icore.py` handles this. If you get only 50 results instead of ~900, pagination is broken.
|
||
- **SCImago blocked**: `pa-fetch-scimago` will raise a clear error if anti-bot HTML is returned. Add data inline to `venues.yaml` instead.
|
||
- **WikiCFP `<th>` labels**: deadline detail pages use `<th>` for label cells, not `<td>`. The parser looks for `<th>+<td>` pairs.
|
||
- **Calendar events**: `pa-generate` embeds events as YAML in the `events:` front matter field. The layout at `site/layouts/_default/calendar.html` reads `.Params.events` and initializes FullCalendar. Do not remove the `layout: calendar` front matter field.
|
||
- **Deadline preservation**: never strip deadline fields from `deadlines.yaml` just because the submission window has closed. Remove an entry only once the conference has taken place.
|
||
- **WikiCFP IDs are edition-specific**: each year's event gets a new ID. IDs verified at one point in time will be wrong once a new cycle begins. See Task 6 for the annual refresh checklist.
|
||
|
||
---
|
||
|
||
## Future Considerations
|
||
|
||
- **iCal feed** — generate a `.ics` file from deadline data so researchers can subscribe from their calendar app.
|
||
- **Email/RSS notifications** — alert when a deadline is within N weeks.
|
||
- **Citation tracking** — periodically re-query OpenAlex for citation counts on digest papers.
|
||
- **Best paper badge** — `pa-generate` could cross-reference `best_papers.yaml` with digest candidates and add a `best_paper_award: true` flag, then render a badge in `_digest_body()`.
|
||
- **Automated WikiCFP ID discovery** — when a venue has no `wikicfp_id`, attempt a search and record the result in `venues.yaml` for future runs (reduces manual work when bootstrapping new topics).
|
||
- **Cross-topic venue pages** — some venues (e.g., ASPLOS) span multiple topics. A future `cross_listed: [embedded-ai, cloud-edge]` field in `venues.yaml` could render the venue under multiple topic sections without duplicating data.
|