NeurIPS 2026 Workshop · Sydney, Australia

Machine Learning for Simulations in Biology & Chemistry

The 2nd SIMBIOCHEM Workshop

Fusing molecular simulation, generative models and agentic AI into physics-aligned systems that learn from reality.

Dates

Dec 11 or 12, 2026

Location

Sydney, Australia

Call for papers open · deadline 29 Aug 2026

The workshop

Simulation as the substrate for scientific AI

The next step beyond structure prediction is motion — trajectories, ensembles, kinetics and rare events. SIMBIOCHEM II brings together machine learning, computational chemistry, biophysics and materials science to make molecular AI faster, and grounded in physical rigour.

How can simulation, generative models, and agentic AI be fused into physics-aligned systems that learn from reality and accelerate biological and chemical discovery?
The guiding question

Topics & themes

Learned potentials & force fields
Differentiable & enhanced molecular dynamics
Conformational ensembles, kinetics & rare events
Molecular foundation models & scientific post-training
Physical alignment: calibrated uncertainty & free energies
Agentic ML: tool-calling MD/QM, active learning, closed-loop discovery

Community

ML ResearchersComputational ChemistryBiologyMaterials ScienceBiophysicsLife Sciences

Expected attendance: 100–150 researchers. Two poster sessions, six community spotlights and a sponsor-supported Sydney social event.

Speakers

Keynotes & invited speakers

Perspectives from AI-for-science labs, computational chemistry, biophysics and industry research. Click a speaker for their profile.

KeynoteTo be confirmedSecond keynote — announcement to follow

Panel · Agents & Simulations

Moderator: TBC

Frank Noé

MSR AI for Science · FU Berlin

Anthony Costa

NVIDIA — Digital Biology

Kristine Deibler

Novo Nordisk

Konstantin Hemker

OpenAI

Agenda

Workshop Schedule

The formal programme runs from 08:45 to 17:00, with keynotes, invited talks, community spotlights and two poster sessions. An optional social event follows in the evening. Times are provisional and will be finalised once NeurIPS confirms the room and day.

  • 08:4509:00

    Opening

    Ceremony

    Organisers

    Confirmed
  • 09:0009:30

    Keynote — Frank Noé

    MSR AI for Science · FU Berlin

    Confirmed
  • 09:3010:00
    OpenReview

    Spotlight Talks from Accepted Papers

    Three 10-minute talks chosen by the programme committee

    Confirmed
  • 10:0010:15

    Invited Talk — Yu-Shan Lin

    Tufts University

    Confirmed
  • 10:1510:30

    Invited Talk — Heather J. Kulik

    MIT

    Confirmed
  • 10:3010:45

    Coffee Break + Poster Setup

    Catering provided by sponsors

  • 10:4512:45

    Poster Session I + Lunch

    Catering provided by sponsors

  • 12:4513:00

    Invited Talk — Ai Niitsu

    RIKEN IMS

    Confirmed
  • 13:0013:15

    Invited Talk — John Chodera

    Sloan Kettering Institute · MSKCC

    Confirmed
  • 13:1513:45
    OpenReview

    Spotlight Talks from Accepted Papers

    Three 10-minute talks chosen by the programme committee

    Confirmed
  • 13:4514:00

    Coffee Break + Poster Setup

    Catering provided by sponsors

  • 14:0015:30

    Poster Session II

    Catering provided by sponsors

  • 15:3016:15

    Panel — Agents & Simulations

    Frank Noé · Anthony Costa (NVIDIA) · Kristine Deibler (Novo Nordisk) · Konstantin Hemker (OpenAI)

    Confirmed
  • 16:1516:40

    Keynote — speaker to be confirmed

    Tentative
  • 16:4017:00

    Best Paper Awards + Closing

    Ceremony

    Organisers

    Confirmed
  • 18:3021:00

    Optional Social Event

    Further networking, supported by sponsors

Call for papers · Open

Submit your work on ML for molecular simulation

Non-archival short papers (5–8 pages) and abstracts, double-blind. Six spotlight talks and best-paper awards from accepted submissions. Read the call to get the templates and COI requirements before you submit.

NeurIPS distinguishes domain conflicts (affiliations within the past three years) from personal conflicts. Organisers and anyone with a personal conflict with an organiser cannot submit; a shared affiliation alone does not make a submission ineligible. Read the COI policy.

Submissions open

Now on OpenReview

Submission deadline

August 29, 2026

11:59 PM UTC (UTC-0)

Author notification

September 29, 2026

AoE

Workshop day

Dec 11 or 12, 2026

Exact day TBC by NeurIPS

Organisers

The organising team

Six organisers across academia and industry, with Emine Kucukbenli and Ole Winther as senior organisers. Click a name to see their research interests.

Advisory committee

Senior advisors

Senior faculty and industry research leaders supporting the workshop through community steering, scientific advice and endorsement. Click a name for their profile.

Sponsors

Supported by the community

Sponsors keep this workshop community-run — funding catering, prizes, poster sessions and the Sydney social event, while scientific review stays entirely independent of them.

NVIDIA
Confirmed sponsor

1st-edition sponsors

NVIDIANovo NordiskIQCCradle.bioDCAI

Ways to support

The Sydney social event

Host or co-host the evening that closes the workshop day — the part everyone remembers. Several sponsors can share it, or one can take it on.

Catering

Coffee, lunch and refreshments across the breaks and both poster sessions — the moments where most of the community actually meets.

Poster sessions & networking

Boards, printing and materials for our two poster sessions and the informal networking around them.

Awards & prizes

Best paper, best poster and reproducibility awards — named after your organisation if you would like.

Student & speaker participation

Bring people into the room who would otherwise not be there — students, early-career researchers and speakers travelling a long way.

Community infrastructure

The website, proceedings page and submission support that keep the workshop running from one edition to the next.

Why sponsorship matters here

SIMBIOCHEM is a community-driven workshop, organised by researchers who volunteer their time around their own work. Sponsorship is what makes the day possible — and we think the exchange runs both ways.

The room is small and unusually well selected: people doing some of the strongest work in machine learning for biology and chemistry, who attend and present at NeurIPS, the most respected venue in the field. Sponsoring SIMBIOCHEM puts your organisation in front of exactly that community — a real opportunity to build your brand among researchers who are hard to reach anywhere else, to find collaborators, and to recruit.

It also supports the science itself: the poster that starts a collaboration, the prize that shifts an early-career trajectory, the conversation over lunch that becomes a paper. Our first edition sent five papers on to Nature Portfolio editors. Those are the conversations your support helps make happen — and they are the ones that can genuinely make things better.

What sponsors receive

Each level adds to the one below it. Levels of support are set out in the sponsorship letter.

Bronze

A straightforward way for smaller groups, startups and long-standing friends of the workshop to put their name behind it.

Supports

Poster materialsPrizes

Includes

  • Logo and link on the workshop website, grouped by category — community, pharma, investment or technology partner
  • Kept on the permanent edition archive, so the recognition outlives the day
  • Nothing to ship, nobody to staff, no deadlines to meet

Silver

For organisations that want to be visible in the room all day, without taking on anything operational.

Supports

CateringPoster sessions

Includes

  • Everything in Bronze
  • Logo on the slides shown throughout both coffee breaks and both poster sessions — around four hours of the day
  • A shoutout from the organisers in the opening and closing acknowledgements
  • An acknowledgement from the workshop's social accounts
  • A short description of your organisation on the sponsor page

Gold

For partners who want their name attached to a named part of the programme, and a light presence in the room.

Supports

Best paper & poster awardsCateringA poster session

Includes

  • Everything in Silver
  • Your name on an award certificate, worded as “supported by”, and read aloud at the closing awards — the one moment the whole room is seated
  • Materials on the shared sponsor table: swag, recruiting cards and printed matter, where the venue permits
  • A careers link on the sponsor page
  • Priority for shared sponsorship of the Sydney social event

Diamond

For the one or two partners underwriting the day itself — recognised first, everywhere the workshop recognises anyone.

Supports

The Sydney social eventCateringAwardsStudent & speaker participation

Includes

  • Everything in Gold
  • Featured placement: top of the sponsor page in a larger lockup, and named on the opening and closing slides
  • Your banner in the workshop room — Diamond only, subject to venue approval
  • First call on the day's three short break-time messages, three minutes each
  • First choice among the major support areas, in order of confirmation
  • The option to host the Sydney social event
  • Custom arrangements, agreed in writing
  • A named organiser as your direct contact throughout

Prefer the full detail?

The sponsorship letter sets out every level, what each one supports and how we handle the parts that are limited.

Download the sponsorship letter

Talk to the organisers

Tell us what you would like to support and we will find a shape that works. No commitment at this stage.

Email, phone or a profile link — whatever suits you.

Sponsorship does not influence review decisions, speaker selection, awards or publication opportunities. SIMBIOCHEM is community-driven and independent, and is not affiliated with any sponsor.

Venue

Sydney, Australia

SIMBIOCHEM II is a NeurIPS 2026 workshop in Sydney, Australia. NeurIPS workshops run December 11–13.

December 11 or 12, 2026

Exact day (Dec 11 or Dec 12) to be confirmed by NeurIPS.

NeurIPS 2026 · Sydney, Australia

Exact venue and room assigned by NeurIPS. A sponsor-supported Sydney social event follows the workshop day.

Open in Google Maps
Sydney, Australia — Opera House and Harbour Bridge

Join us on Sydney Harbour

A full day of talks, spotlights and posters, capped by a community social event.

Previous edition

SIMBIOCHEM I — EurIPS 2025, Copenhagen

Our first edition brought the community together for a day of talks, spotlights and posters — with a DGX Spark best-paper award and five papers invited by Nature Portfolio editors for extended versions.

Explore the 1st edition

>100

Attendees

29

Accepted posters

8

Spotlight talks

5

Nature-invited extended versions