Paper Slides: From Paper to Conference Talk
Generate conference presentation slides from: $ARGUMENTS
Context
This skill runs after Workflow 3 (/paper-writing). It takes a compiled paper and generates a presentation slide deck for conference oral talks, spotlight presentations, or poster lightning talks.
Unlike posters (single page, visual-first), slides tell a temporal story: each slide builds on the previous one, with progressive revelation of the research narrative. A good talk makes the audience understand why this matters before showing what was done.
Constants
- VENUE =
NeurIPS— Target venue, determines color scheme. Supported:NeurIPS,ICML,ICLR,AAAI,ACL,EMNLP,CVPR,ECCV,GENERIC. Override via argument. - TALK_TYPE =
spotlight— Talk format. Options:oral(15-20 min),spotlight(5-8 min),poster-talk(3-5 min),invited(30-45 min). Determines slide count and content depth. - TALK_MINUTES = 15 — Talk duration in minutes. Auto-adjusts slide count (~1 slide/minute for oral, ~1.5 slides/minute for spotlight). Override explicitly if needed.
- ASPECT_RATIO =
16:9— Slide aspect ratio. Options:16:9(default, modern projectors),4:3(legacy). - SPEAKER_NOTES = true — Generate
\note{}blocks in beamer and corresponding PPTX notes. Setfalsefor clean slides without notes. - PAPER_DIR =
paper/— Directory containing the compiled paper. - OUTPUT_DIR =
slides/— Output directory for all slide files. - REVIEWER_MODEL =
gpt-5.5— Model used via Codex MCP for slide review. - AUTO_PROCEED = false — At each checkpoint, always wait for explicit user confirmation.
- COMPILER =
latexmk— LaTeX build tool. - ENGINE =
pdflatex— LaTeX engine. Usexelatexfor CJK text.
💡 Override:
/paper-slides "paper/" — talk_type: oral, venue: ICML, minutes: 20, aspect: 4:3
Optional: Style reference (— style-ref: <source>, opt-in)
Lets the user steer the talk's structural rhythm (story beats, theorem density, figure density inherited from the source paper) toward a reference paper. Default OFF — when the user does not pass — style-ref, do nothing differently from before.
Only when — style-ref: <source> appears in $ARGUMENTS, run the helper FIRST:
# Resolve $STYLE_HELPER via the canonical strict-safe chain (see
# shared-references/integration-contract.md §2). Policy A — gate:
# unresolved helper means --style-ref cannot be satisfied, so abort.
cd "$(git rev-parse --show-toplevel 2>/dev/null || pwd)" || exit 1
if [ -z "${ARIS_REPO:-}" ] && [ -f .aris/installed-skills.txt ]; then
ARIS_REPO=$(awk -F'\t' '$1=="repo_root"{print $2; exit}' .aris/installed-skills.txt 2>/dev/null) || true
fi
STYLE_HELPER=".aris/tools/extract_paper_style.py"
[ -f "$STYLE_HELPER" ] || STYLE_HELPER="tools/extract_paper_style.py"
[ -f "$STYLE_HELPER" ] || { [ -n "${ARIS_REPO:-}" ] && STYLE_HELPER="$ARIS_REPO/tools/extract_paper_style.py"; }
[ -f "$STYLE_HELPER" ] || {
echo "ERROR: extract_paper_style.py not resolved at .aris/tools/, tools/, or \$ARIS_REPO/tools/." >&2
echo " Fix: rerun bash tools/install_aris.sh, export ARIS_REPO, or copy the helper to tools/." >&2
echo " --style-ref cannot be satisfied; aborting." >&2
exit 1
}
STYLE_STATUS=0
CACHE=$(python3 "$STYLE_HELPER" --source "<source>") || STYLE_STATUS=$?
case "$STYLE_STATUS" in
0) ;; # use $CACHE/style_profile.md as structural guidance
2) echo "warning: style-ref skipped (missing optional dep)" >&2 ;;
3) echo "error: --style-ref source failed; aborting slides" >&2 ; exit 1 ;;
*) echo "error: helper failed unexpectedly; aborting slides" >&2 ; exit 1 ;;
esac
Sources accepted: local TeX dir / file, local PDF, arXiv id, http(s) URL. Overleaf URLs/IDs are rejected — clone via /overleaf-sync setup <id> first and pass the local clone path.
Strict rules (full contract in tools/extract_paper_style.py docstring):
- Use
style_profile.mdto align section-budget tendency and theorem-environment density. Talk-type slide count above still takes precedence. - Never copy speaker-note prose, slide titles, or examples from anything reachable through the cache. The talk content is from the user's paper, not the reference.
- Never pass
— style-ref(or the cache contents) to the GPT-5.5 reviewer sub-agent — the reviewer must judge the talk's clarity on its own merits.
Talk Type → Slide Count
| Talk Type | Duration | Slides | Content Depth |
|---|---|---|---|
poster-talk | 3-5 min | 5-8 | Problem + 1 method slide + 1 result + conclusion |
spotlight | 5-8 min | 8-12 | Problem + 2 method + 2 results + conclusion |
oral | 15-20 min | 15-22 | Full story with motivation, method detail, experiments, analysis |
invited | 30-45 min | 25-40 | Comprehensive: background, related work, deep method, extensive results, discussion |
Venue Color Schemes
Same as /paper-poster:
| Venue | Primary | Accent | Background | Text |
|---|---|---|---|---|
| NeurIPS | #8B5CF6 | #2563EB | #FFFFFF | #1E1E1E |
| ICML | #DC2626 | #1D4ED8 | #FFFFFF | #1E1E1E |
| ICLR | #059669 | #0284C7 | #FFFFFF | #1E1E1E |
| CVPR | #2563EB | #7C3AED | #FFFFFF | #1E1E1E |
| GENERIC | #334155 | #2563EB | #FFFFFF | #1E1E1E |
State Persistence (Compact Recovery)
Persist state to slides/SLIDES_STATE.json after each phase:
{
"phase": 3,
"venue": "NeurIPS",
"talk_type": "spotlight",
"slide_count": 10,
"codex_thread_id": "019cfcf4-...",
"status": "in_progress",
"timestamp": "2026-03-18T15:00:00"
}
On startup: if SLIDES_STATE.json exists with "status": "in_progress" and within 24h → resume. Otherwise → fresh start.
Workflow
Phase 0: Input Validation & Setup
-
Check prerequisites:
which pdflatex && which latexmk -
Verify paper exists:
ls $PAPER_DIR/main.tex || ls $PAPER_DIR/main.pdf ls $PAPER_DIR/sections/*.tex ls $PAPER_DIR/figures/ -
Backup existing slides: if
slides/exists, copy toslides-backup-{timestamp}/ -
Create output directory:
mkdir -p slides/figures -
Detect CJK: if paper contains Chinese/Japanese/Korean, set ENGINE to
xelatex -
Determine slide count: from TALK_TYPE and TALK_MINUTES using the table above
-
Check for resume: read
slides/SLIDES_STATE.jsonif it exists
State: Write SLIDES_STATE.json with phase: 0.
Phase 1: Content Extraction & Slide Outline
Read paper/sections/*.tex and build a slide-by-slide outline.
Slide template by talk type:
Oral (15-22 slides)
| Slide | Purpose | Content Source | Figure? |
|---|---|---|---|
| 1 | Title | Paper metadata | No |
| 2 | Outline | Section headers | No |
| 3-4 | Motivation & Problem | Introduction | Optional |
| 5 | Key Insight | Introduction (contribution) | No |
| 6-9 | Method | Method section | Yes (hero figure) |
| 10-14 | Results | Experiments | Yes (per slide) |
| 15-16 | Analysis / Ablations | Experiments | Yes |
| 17 | Limitations | Conclusion | No |
| 18 | Conclusion / Takeaway | Conclusion | No |
| 19 | Thank You + QR | — | QR code |
Spotlight (8-12 slides)
| Slide | Purpose | Content Source | Figure? |
|---|---|---|---|
| 1 | Title | Paper metadata | No |
| 2-3 | Problem + Why It Matters | Introduction | Optional |
| 4 | Key Insight | Contribution | No |
| 5-6 | Method | Method (condensed) | Yes (hero) |
| 7-9 | Results | Key results only | Yes |
| 10 | Takeaway | Conclusion | No |
| 11 | Thank You + QR | — | QR code |
Poster-talk (5-8 slides)
| Slide | Purpose | Content Source | Figure? |
|---|---|---|---|
| 1 | Title | Paper metadata | No |
| 2 | Problem | Introduction (1 slide) | No |