Archival paper
Submitted by October 1, 2026; subject to peer review and camera-ready deadline on October 24, 2026.
AI/CORE Unranked
MM4SciReal 2026
MM4SciReal: Multimodal AI for Science and the Real World
MM4SciReal @ ACCV 2026 is a workshop focused on Multimodal AI for Science and the Real World, aiming to integrate incomplete and heterogeneous scientific observations with physical, biological, and causal structures to uncover underlying mechanisms. It brings together researchers working on multimodal learning, foundation models, and data-efficient methods for scientific domains such as medicine, biology, materials science, and environmental science.
Key deadlines
Verified September 9, 2026Full paper
October 1, 2026
AoE
Conference timeline
Submission and decisions
Full paperKey deadline
October 1, 2026 · AoE
Paper fit
Contribution paths
A strong submission should clearly identify its contribution and evaluate it appropriately.
Non-archival submission
Submitted by October 1, 2026; subject to review with notification by October 30, 2026; not archived.
Research areas in scope
01
Topics of Interest
Multimodal learning from incomplete, noisy, and heterogeneous scientific observationsIntegration of vision with language, biological and omics signals, sensor readings, molecular data, time series, and simulation outputsLearning methods informed by physics, chemistry, biology, geometry, or causal structureMultimodal foundation models for scientific discovery and real-world decision makingVision-language, audio-language, sensor-language, and 3D-language modelsMultimodal reasoning over images, text, tables, equations, graphs, videos, and simulationsData-efficient and label-efficient learning for scientific domains with limited or noisy annotationsApplications in medicine, biology, materials science, robotics, earth and environmental science, and other scientific or real-world domains
Policies worth checking twice
- Archival and non-archival submissions have the same deadline: October 1, 2026 (AoE)
- Archival papers require a camera-ready version by October 24, 2026
- All deadlines are 23:59 Anywhere on Earth (AoE)
- Submissions are accepted for both archival and non-archival tracks
Official sources
Compiled from the official call for papers. The organizers’ pages remain authoritative.
Last verified September 9, 2026