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.

Sponsors

Supported by the community

Sponsorship funds travel awards, catering, best-paper prizes and the Sydney social event — while scientific review stays independent of sponsor interests.

NVIDIA
Confirmed sponsor

1st-edition sponsors

NVIDIANovo NordiskIQCCradle.bioDCAI

Sponsorship supports

  • Travel & registration support for students and underrepresented participants
  • Poster sessions, catering and informal networking
  • Best paper, best poster and reproducibility awards
  • A high-quality Sydney social event for the whole community
Become a sponsor

Speakers

Keynotes & invited speakers

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

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

A full day of keynotes, invited talks, community spotlights and two poster sessions. Times are provisional and will be finalised once NeurIPS confirms the room and day.

  • 08:5009:00
    Ceremony

    Opening

    Organizers

    Confirmed
  • 09:0009:30
    Keynote

    Keynote — Frank Noé

    MSR AI for Science · FU Berlin

    Confirmed
  • 09:3010:00
    Spotlight

    Spotlight Talks I

    From submissions · 3 × 10 min

    Confirmed
  • 10:0010:15
    Invited Talk

    Invited Talk I — Yu-Shan Lin

    Tufts University

    Confirmed
  • 10:1510:30
    Invited Talk

    Invited Talk II — Heather J. Kulik

    MIT

    Confirmed
  • 10:3010:45
    Break

    Coffee Break + Poster Setup

    Catering provided by sponsors

  • 10:4512:45
    Poster Session

    Poster Session I + Lunch

    Catering provided by sponsors

  • 12:4513:00
    Invited Talk

    Invited Talk III — Ai Niitsu

    RIKEN IMS

    Confirmed
  • 13:0013:15
    Invited Talk

    Invited Talk IV — John Chodera

    Sloan Kettering Institute · MSKCC

    Confirmed
  • 13:1513:45
    Spotlight

    Spotlight Talks II

    From submissions · 3 × 10 min

    Confirmed
  • 13:4514:00
    Break

    Coffee Break + Poster Setup

    Catering provided by sponsors

  • 14:0016:00
    Poster Session

    Poster Session II

    Catering provided by sponsors

  • 16:0016:45
    Panel

    Panel — Agents & Simulations

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

    Confirmed
  • 16:4517:10
    Keynote

    Keynote — Max Welling

    CuspAI · AMLab

    Confirmed
  • 17:1017:30
    Ceremony

    Best Paper Awards + Closing

    Organizers

    Confirmed
  • 18:3021:00
    Social

    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.

This year NeurIPS requires COI disclosure — including a shared affiliation or even a mild friendship with the organising or advisory committees. 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.

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