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Call for Proposals

The CfP opens on April 15th, 2026. Compute! Paris will be a two-day event with live talks, keynote speakers, and community events.

The proposal selection process is double-blind, i.e. reviewers will not see your name or other identifying information. They will see the proposal title, description, outline, brief summary, and prior knowledge expected.

We look forward to reading your proposal and appreciate you being a part of the community!

Submit on Pretalx

Proposal deadline: May 24, 2026

Each accepted talk includes one free speaker ticket for the full event.

Important dates

Timeline

April 15, 2026 CfP opens
May 24, 2026 Submissions close
TBC Acceptance notifications
Topics of interest

What we're looking for

We cover the full open source compute and data stack — and we explicitly invite researchers, data professionals, and practitioners from any domain to show how they make sense of data in their field. You don't need to be a software engineer to speak here.

Data analysis & visualization Scientific computing Machine learning & AI Data engineering High-performance computing Reproducible research Open source tools & ecosystems Education & outreach Ethics & responsible AI Community building Domain applications Package management & distribution
Proposal guidelines

How to write a strong proposal

📝

Format

Talks are 30-minute sessions including Q&A. A talk proposal is a short description of a talk aiming to convince someone to part with 30 minutes of their time. A good proposal discloses:

  • The topic (the WHAT) and WHY it is interesting.
  • The audience to WHOM the talk is addressed.
  • The TYPE of talk (lots of maths, hands-on, etc.) and possibly the tone.
  • The TAKEAWAY a.k.a. what attendees will learn or be able to do.

Each accepted talk includes one free speaker ticket for the full event.

🎯

Structure

1. Brief summary
A few lines that inform attendees what the talk is about: topic, domain, and overall purpose. This will be printed in the conference programme.

2. Description
A self-contained statement outlining the objective, structure, central thesis, key takeaways, and required background knowledge. Both the summary and description are visible to attendees online.

🔍

Review process

All proposals are reviewed double-blind, i.e. reviewers see the title, description, outline, and prior knowledge required, but not your name or other identifying information.

Tips

Tips on How to Write a Successful Proposal

A proposal serves two purposes: 1) convince the Program Committee to accept your proposal, and 2) act as the description of the talk on the schedule. If accepted, you will have the opportunity to further edit and clarify the proposal ahead of the schedule's publication.

1. Good proposals include

  • The topic and why it's interesting.
  • The audience that will benefit from attending this talk.
  • The takeaway for the audience.
  • Any background knowledge required to understand the talk.
  • Approximate time breakdowns, e.g. minutes 0–10: X, minutes 10–15: Y, etc.

2. Abstract vs Description

Abstract: The abstract tells attendees what the talk is about. It should answer all of the above questions, but remain short and to-the-point. This is your chance to pitch attendees on watching your talk. If your materials are already hosted publicly, you can include the link.

Description: The description expands on the abstract and provides background and additional details. It is often helpful to include an outline. The Program Committee reads each description carefully to determine if a talk is a good fit. This is your chance to pitch the Program Committee on accepting your talk. The Program Committee does occasionally ask for more information after proposals have been submitted, but it's better to include relevant details up front and anticipate what questions they will have. For example, if you think they may feel you're covering too much ground, an outline with time estimates could help alleviate that concern.

3. Additional suggestions

  • Who is your target audience?
    Think about your target audience in terms of job role (data scientist, engineer, researcher, etc.) and experience level. Being clear about who you are speaking to is helpful both to you as you prepare and to the audience considering whether your talk is a good fit for them.
  • Clear title
    A catchy title can be useful, but don't overdo it. People should get a rough idea of what your presentation is about just by reading the title. Your proposal and your presentation should be consistent with your title.
  • Get feedback
    Ask friends and colleagues to review your abstract; bonus points if they are your target audience. Take time to tweak your abstract if needed. If you are a first-time speaker, please indicate this in your proposal and we will reach out with mentorship opportunities.

4. Common pitfalls

Here are some common pitfalls that could lead to the proposal not being understood or rejected by the Program Committee:

  • Overly long proposals
    Keep it simple and clear. Good proposals typically provide all the important information within 200 words. This is not a strict limit, just a suggestion to help you stay focused.
  • Future work
    While talking about future work is interesting and could be mentioned in your talk, the core content should already be shaped. Don't rely too heavily on future data collection or future prototyping, because things often don't go as expected.
  • Sales pitches
    We are a community of creators and users of open source compute tools. You can reference your product or platform, but the audience will find the talk more interesting if they can try your techniques with open source tools. Your problem definition, proposed techniques, and business domain are also interesting, but sales pitches are typically rejected.
  • Repeated talks
    We have a strong preference for new talks and new speakers. If your talk is already available online, it is unlikely to be accepted for the conference.
Ready?

Submit your proposal

The platform is open. Submissions close May 24, 2026.

Submit on Pretalx