RIS reduces self-attention complexity to $O(N \log N)$ using sparse stochastic geometry that fits within commodity memory limits

https://www.nature.com/articles/s41598-026-59160-z

RIS-Kernel: A Model-Agnostic Architecture for Long-Context LLM Inference via Sparse Attention