2 papers
cs.LG2026
A Domain-Structured Ensemble Framework for Perioperative Outcome Prediction Using Electronic Health Record Data
Shikhar Shukla, Cristina Barboi
Perioperative risk prediction models are often limited by narrow surgical populations, incomplete intraoperative data, poor calibration, and limited interpretability. We present a…
cs.LG2026
SpecKV: Adaptive Speculative Decoding with Compression-Aware Gamma Selection
Shikhar Shukla
Speculative decoding accelerates large language model (LLM) inference by using a small draft model to propose candidate tokens that a larger target model verifies. A critical hyper…