CAMOS: Coupled Oscillatory State-Space Model for Multimodal Clinical Time-Series

arXiv:2609.39484 · stat.ML, cs.AI · Submitted 2026-09-30 · Read on arXiv

stat.ML, cs.AI

Submitted: 2026-09-30

Updated: 2026-09-30

Terminology

• Accuracy — 12× in this paper · explained in 1 episode
• Ablation — 8× in this paper · explained in 1 episode
• Adam — 3× in this paper · explained in 2 episodes
• Additivity — 3× in this paper · explained in 1 episode
• Ablation Studies — 2× in this paper · explained in 1 episode
• Ablation study — 2× in this paper · explained in 1 episode
• Computer Vision and Pattern Recognition — 2× in this paper
• In International Conference on Learning Representations — 2× in this paper
• In International Conference on Machine Learning — 2× in this paper
• Multimodal Fusion — 2× in this paper · explained in 3 episodes
• Zero-Shot Transfer — 2× in this paper · explained in 3 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Clustering — 1× in this paper · explained in 2 episodes
• Decision-Support Tool — 1× in this paper · explained in 2 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Multimodal Inputs — 1× in this paper · explained in 2 episodes
• Multimodal Learning — 1× in this paper · explained in 2 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• Learning to Dissipate Energy in Oscillatory State-Space Models
• Mamba: Linear-Time Sequence Modeling with Selective State Spaces
• Gaussian Error Linear Units (GELUs)
• Parallelizing Linear Recurrent Neural Nets Over Sequence Length

Related papers

• Behavior of prediction performance metrics with rare events
• Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs
• A Posterior-Dynamics Framework for Imaging Inverse Problems with Pretrained Diffusion Priors
• One Permutation Is All You Need: Fast, Deterministic Feature Importance and Model Stress-Testing
• Online Conformal Prediction for Non-Exchangeable Panel Data
• Deep Time-Series Forecasting in 10 Years: A Survey