Rethinking World Models for Biosignals
q-bio.NC
Submitted: 2026-10-13
Updated: 2026-10-13
Comments: 8 pages, 1 figure, 1 table
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Estimating Counterfactual Treatment Outcomes over Time Through Adversarially Balanced Representations
- Genie: Generative Interactive Environments
- Medical world models in healthcare: foundations, applications, and challenges for trustworthy clinical translation
- ECG-WM: A Physiology-Informed ECG World Model for Clinical Intervention Simulation
- Sonata: A Hybrid World Model for Inertial Kinematics under Clinical Data Scarcity
- NeuroWorld: A Latent Brain World Model for Stimulus-Conditioned Human Brain Dynamics
- Beyond Patient Invariance: Learning Cardiac Dynamics via Action-Conditioned JEPAs
- GAIA-1: A Generative World Model for Autonomous Driving
- EEG-JEPA: Structured Latent Prediction for EEG Foundation Models
- Medical world models: representing medical states, modelling clinical dynamics and guiding intervention policies
- DRIFT: Direct-Recursive Intervention-Conditioned Forecasting of ICU Physiological Trajectories
- Toward World Modeling of Physiological Signals with Chaos-Theoretic Balancing and Latent Dynamics
- Simulating clinical interventions with a generative multimodal model of human physiology
- Transformers are Sample-Efficient World Models
- Beyond Generative AI: World Models for Clinical Prediction, Counterfactuals, and Planning
- ChronoMedicalWorld: A Medical World Model for Learning Patient Trajectories from Longitudinal Care Data
- On the Identifiability of Controlled World Models
Related papers
- BrainWave: A Brain Signal Foundation Model for Clinical Applications
- Toward Robust, Reproducible, and Widely Accessible Intracranial Speech Brain-Computer Interfaces: A Comprehensive Narrative Review of Neural Mechanisms, Hardware, Algorithms, Evaluation, Clinical Pathways and Future Directions
- A time-causal and time-recursive scale-covariant scale-space representation of temporal signals and past time
- DRIADA: an open-source Python toolkit for linking single-neuron selectivity and population activity to behavior
- Disentanglement with Biological Constraints: A Theory of Functional Cell Types
- CytoNet: A Foundation Model for the Human Cerebral Cortex at Cellular Resolution