Small Language Models

Stochastic Power Modeling and Constrained MDP Optimization for On-Device SLM Inference
Stochastic Power Modeling and Constrained MDP Optimization for On-Device SLM Inference

提出了一个统一的随机框架，结合基于 HSMM 的功耗建模和约束 MDP 优化，以实现 small language models (SLMs) 在边缘设备上的可持续部署。

Sep 22, 2025

Stochastic Power Modeling and Constrained MDP Optimization for On-Device SLM Inference
Stochastic Power Modeling and Constrained MDP Optimization for On-Device SLM Inference

Proposed a unified stochastic framework combining HSMM-based power modeling and constrained MDP optimization to enable sustainable deployment of small language models (SLMs) on edge devices.

Sep 22, 2025