2 papers
cs.LG2026
RIS-Kernel: A Model-Agnostic Architecture for Long-Context LLM Inference via Sparse Attention
Anderson R. Santos
Full self-attention in large language models scales as O(N^2), limiting long-context analysis to 65k tokens and requiring costly GPU clusters. The Reduced Interaction Sampling (RIS…
cs.LG2026
WISE-FM:Operation-Aware, Engineering-Informed Foundation Model for Multi-Task Well Design
Carine de Menezes Rebello, Anderson Rapello dos Santos, Idelfonso B. R. Nogueira
Deploying machine learning models across diverse well portfolios requires generalisation to wells with design parameters outside the training distribution. Current data-driven appr…