CALL FOR PAPERS
SIMBIOCHEM is currently accepting submissions
SIMBIOCHEM is currently accepting submissions
Key dates
Contributions accepted until: October 15, 2025, AoE via OpenReview
Accept/Reject Notification Date: October 31, 2025, AoE
Camera-ready version: November 20, 2025, AoE
Workshop Date: December 6 or December 7 (TBC by Workshop Chairs)
ATTENTION
Read submissions guidelines and use the templates below
Ensure that your submission is fully anonymized (desk reject otherwise)
If you choose the Overleaf template, please download the project zip file and upload it as a new project
Our workshop is non-archival and there won't be rebuttals phase
Machine learning has revolutionised biology and chemistry, yet many models lack physical rigour, relying on static structures that miss essential dynamics. First-principles methods like molecular dynamics offer accuracy and physical grounding, but remain too costly for large or complex systems. Simbiochem seeks to bridge that divide by bringing together researchers across machine learning, computational chemistry, biophysics, life and materials science. Our goal is to integrate scalable ML with rigorous physical simulation — making methods not only faster, but also more accurate, reliable, and grounded in science.
The guiding question for this workshop
How can AI make scientific simulations in biology and chemistry not only faster, but also more accurate, reliable, and firmly grounded in physics?
Our central objective is to catalyze the development of simulation methods that are scalable, physically faithful, and broadly transferable across domains. By fostering dialogue between life and material sciences, we aim to inspire cross-disciplinary solutions that shorten discovery cycles in therapeutic design, materials engineering, and beyond.
FAQ
Who can submit
We invite a broad range of contributions that advance the role of machine learning in scientific simulation for Biology or Chemistry.
This workshop aims to bridge the longstanding gap between computational efficiency and physical accuracy by uniting contributions from ML, computational chemistry, biophysics, and materials science. We particularly encourage submissions that explore how ML can accelerate physical simulations, and how simulations can, in turn, inform and strengthen ML models. Submissions may span dataset curation, benchmarking, and analysis that uncover opportunities and limitations of current ML-driven approaches, as well as novel models and algorithms that push the boundaries of capability.
Topics of interest include, but are not limited to:
Physically-grounded architectures that incorporate conservation laws, symmetries, and other physical principles.
Differentiable simulation and inverse design for automated discovery and design pipelines.
Next-generation learned potentials that combine ML efficiency with the rigor of first-principles methods.
Data efficiency and scalability in bridging high-fidelity simulation with real-world system complexity.
Standardisation and reproducibility, including benchmarks, datasets, and evaluation metrics.
Submission to the SIMBIOCHEM workshop will be entirely electronic, via OpenReview.
Do it via the SIMBIOCHEM venue via OpenReview
Papers must be 5 to 8 pages in length. This limit excludes data availability statements, references and appendices, which can take unlimited space
Reviewers reserve the right to stop reading beyond 8 pages. Any additional content is at the author’s own risk.
If accepted, authors will be required to submit a camera-ready version using the provided template.
Out of all submissions, six spotlight papers will be selected.
All submissions must be fully anonymized using the provided template:
Do not include author names, affiliations, acknowledgements, or identifying links (e.g., GitHub repositories, personal websites).
If acknowledgements are desired, they may only appear in the camera-ready version after acceptance.
We are in discussions with sponsors and Nature Editorials regarding potential prizes for top submissions.
This workshop is non-archival. Therefore, we welcome submissions of work that have been previously presented at other workshops or conferences, or that are currently under review at other venues.
You will have the opportunity to submit a “camera ready” version of your poster after notification of acceptance.
While the workshop is non-archival, we will collate camera-ready submissions into a proceeding available on this website for later download.
All submissions are non-archival, and must present original work that has not been previously accepted at any archival venue at the time of submission.
You can opt-out of having your camera-ready submission included by selecting this option on the submission form post-acceptance.
All accepted papers can submit a poster for in-person presentation during the workshop.
Posters must be printed on lightweight paper with required dimensions: 24 inches (W) × 36 inches (H).
Posters will be mounted to the wall using only provided painters tape or command strips.
Approved mounting materials will be available in the workshop room:
Painters tape (safe for walls).
Command strips (double-sided):
Separate the strips.
Remove the backing on one side and attach to the poster’s back corners.
Remove the backing on the other side and press firmly to the wall.
Do not use adhesive-backed self-sticking posters or any materials that could damage walls or poster boards.
For printing services, refer to the NeurIPS website or local businesses in Copenhagen.
Six spotlight papers will be chosen by the organizers in consultation with the Steering Committee (3 in Chemistry, 3 in Biology).
Criteria
All papers are first ranked by reviewers.
The top 10 papers are reviewed in detail by the organizers.
The organizers recommend 6 spotlight papers to the Steering Committee.
If the Steering Committee agrees, the top 6 are also recommended to Nature.
Presentation: Selected papers will be featured in a 10-minute talk during the workshop.
Slides: Authors of spotlight papers must submit their presentation slides at least 2 days before the workshop
Recognition: The organizers are in active discussions with Nature Editorials and with sponsors regarding prizes and potential fast-track publication opportunities for top submissions.
Top Submissions: The highest-ranked papers, as determined through the review and selection process, will be recommended to Nature Editorials.
Author Choice: Authors may opt-in or opt-out of this recommendation process at the time of submission.
Recommendation Categories: For those opting in, recommendations may be directed to:
Biology
Chemistry
Both (depending on scope and relevance)
Editorial Discretion: Nature Editors reserve the right to:
Decline to proceed with any recommended submission
Accept more than six papers, if deemed appropriate
Review Criteria: Authors are strongly encouraged to familiarize themselves with Nature’s editorial standards. See: Nature Editorial Criteria and Processes.
Research Pitch Projects are short, focused presentations designed to help early-career researchers showcase their ideas, connect with potential collaborators, and gain support. Each pitch is limited to 3 minutes and will be presented during the workshop.
Eligibility
Open to early-career researchers (Master's or PhD students, postdocs, or equivalent stage).
Proposals must align with the themes of the workshop, including machine learning, simulation, life sciences, and materials science.
Submission Process
Submit a few short answers outlining the research idea, problem statement, and intended outcomes via Project Pitch Competition
Indicate how the pitch connects to collaboration opportunities (e.g., datasets, methods, interdisciplinary applications).
Submissions will be accepted online through the workshop portal.
Selection
Ten pitches will be selected for presentation.
Selection criteria will include:
Relevance to workshop themes
Soundness and clarity of the idea
Potential for collaboration and impact
Format
Each selected participant will have 3 minutes to present their pitch.
A single slide (optional) may be used for clarity and focus. Slides must be sent to organizers up to 2 days prior to the workshop.
Presenters should emphasize key insights and collaboration opportunities, not detailed results.
While submitting is free, if you are selected for a poster or a talk, you’ll need to purchase an EurIPS 2025 ticket in order to attend the workshop.
Yes! Anyone attending EurIPS 2025 is welcome
Yes! We are looking for helping hands (all levels of seniority) in reviewing submissions. Reviewers will be listed on the website. You can sign up here
We aim to have 2 to 3 people looking at each submissions.
Approve/Reject recommendations are mandatory, but we encourage comments and more detailed feedback.
We are in talks with sponsors to award 3 categories
Best submission overall
Best Research Project Pitch
Best reviewer
Please reach out to the organizers via workshop {at} simbiochem.com
Join for a chance to win prizes on each category!