2 papers
cs.LG2026
Conformal Cascade: Distribution-Free Accuracy Guarantees for Multi-Tier LLM Inference
Yifan Dou, Shikan Lian, Shikan Fang +1
Large language model (LLM) cascades reduce inference cost by routing easy queries to a small model and deferring hard queries to a larger one. Production cascades govern this defer…
cs.LG2025
MS-ConTab: Multi-Scale Contrastive Learning of Mutation Signatures for Pan Cancer Representation and Stratification
Yifan Dou, Adam Khadre, Ruben C Petreaca +1
Motivation. Understanding the pan-cancer mutational landscape offers critical insights into the molecular mechanisms underlying tumorigenesis. While patient-level machine learning…