3 papers
cs.DC2026
SuperInfer: SLO-Aware Rotary Scheduling and Memory Management for LLM Inference on Superchips
Jiahuan Yu, Mingtao Hu, Zichao Lin +1
Large Language Model (LLM) serving faces a fundamental tension between stringent latency Service Level Objectives (SLOs) and limited GPU memory capacity. When high request rates ex…
q-bio.NC2026
State Space Models Naturally Produce Time Cell and Oscillatory Behaviors and Scale to Abstract Cognitive Functions
Sen Lu, Xiaoyu Zhang, Mingtao Hu +3
A grand challenge in modern neuroscience is to bridge the gap between the detailed mapping of microscale neural circuits and mechanistic understanding of cognitive functions. While…
eess.SP2025
Compute-in-Memory Implementation of State Space Models for Event Sequence Processing
Xiaoyu Zhang, Mingtao Hu, Sen Lu +4
State space models (SSMs) have recently emerged as a powerful framework for long sequence processing, outperforming traditional methods on diverse benchmarks. Fundamentally, SSMs c…