Slide 1: Title + Authors + Affiliation
Slide 2: Problem — Why this matters (1 motivating figure)
Slide 3: Key Insight — One-sentence thesis
Slide 4: Approach Overview — Architecture diagram
Slide 5: Main Result — Headline numbers (1 figure)
Slide 6: Takeaway + QR code to paper/code

Slide 1:  Title + Authors
Slide 2:  Problem Statement — Concrete, quantified
Slide 3:  Motivation — Why existing solutions fall short
Slide 4:  Key Insight — Thesis statement
Slide 5:  System Overview — Architecture diagram
Slide 6:  Design Highlight 1 — Core mechanism
Slide 7:  Design Highlight 2 — Key innovation
Slide 8:  Evaluation Setup — Baselines and workloads (brief)
Slide 9:  Main Results — Headline performance figure
Slide 10: Ablation / Breakdown — What contributes most
Slide 11: Summary + Contributions
Slide 12: Thank You + Links

Slide 1:  Title + Authors + Venue
Slide 2:  Outline (optional — "roadmap" slide)
Slide 3:  Problem Context — Domain importance
Slide 4:  Problem Statement — Specific challenge
Slide 5:  Motivation — Gaps in existing systems
Slide 6:  Key Insight — Thesis
Slide 7:  System Overview — Architecture diagram
Slide 8:  Design Component 1 — Detailed walkthrough
Slide 9:  Design Component 2 — Detailed walkthrough
Slide 10: Design Component 3 — Detailed walkthrough
Slide 11: Design Alternatives — Why not other approaches
Slide 12: Implementation — Key engineering highlights
Slide 13: Evaluation Setup — Testbed, baselines, metrics
Slide 14: End-to-End Results — Main performance
Slide 15: Result Deep Dive — Breakdown or per-workload
Slide 16: Ablation Study — Component contributions
Slide 17: Scalability — Scaling behavior
Slide 18: Demo Slide (systems talks) — Screenshot or recording
Slide 19: Related Work — Positioning (brief)
Slide 20: Summary — Contributions restated
Slide 21: Future Work — Open questions
Slide 22: Thank You + Paper Link + QR Code

[Timing: X minutes]
[Key point to convey]
[Transition sentence to next slide]

\documentclass[aspectratio=169]{beamer}
\usetheme{metropolis}  % Clean, modern theme
\usepackage{appendixnumberbeamer}

\title{Your Paper Title}
\subtitle{Venue Year}
\author{Author 1 \and Author 2}
\institute{Institution}
\date{}

\begin{document}
\maketitle

\begin{frame}{Problem}
  \begin{itemize}
    \item Key problem statement
    \item Concrete motivation with numbers
  \end{itemize}
  \note{Speaker note: Start with the big picture...}
\end{frame}

% ... more frames ...
\end{document}

from pptx import Presentation
from pptx.util import Inches, Pt
from pptx.enum.text import PP_ALIGN

prs = Presentation()
prs.slide_width = Inches(13.333)  # 16:9
prs.slide_height = Inches(7.5)

---

- Read the compiled paper (PDF or LaTeX source)
- Identify: thesis, contributions, architecture figure, key eval figures
- Note the talk type and duration

- Select the appropriate slide structure template (above)
- Map paper sections to slide groups
- Allocate time per slide group

- Generate Beamer source slide by slide
- Add speaker notes per slide
- Include figures from paper (copy to slides/ directory)
- Generate python-pptx script for PPTX version

- Check total slide count matches talk duration
- Verify all figures are readable at presentation resolution
- Run Beamer compilation: latexmk -pdf slides.tex
- Run PPTX generation: python3 generate_slides.py
- Review speaker notes for timing and transitions