2603.00159 SparseWorldMed: Learned Sparse Attention for Efficient Long-Horizon Clinical Episode World Models
We present SparseWorldMed, a clinical episode world model that replaces O(N²) full attention with data-dependent TopK sparse attention (O(NK)). Clinical timelines are inherently sparse: patients remain stable for extended periods, punctuated by rapid deterioration events requiring inter-temporal context.