1 citations · 1 across the 8 of their papers we have counts for
9 papers
TempoKV: Predictive KV Cache Quantization for Autoregressive Video Generation
Jiahui Hu, Weile Mo, Peiliang Cai +5
Autoregressive (AR) video diffusion models enable streaming generation of long videos but suffer from significant memory overhead due to the rapidly growing KV cache. Existing KV c…
User-specified Kelvin-hour budgets within model predictive control for energy-efficient buildings: Simulation and field demonstration
Jicheng Shi, Colin N. Jones
For energy-efficient building control, model predictive control (MPC) has been widely proposed to reduce energy use while maintaining prescribed indoor temperature bounds. In pract…
Personalized Building Climate Control with Contextual Preferential Bayesian Optimization
Wenbin Wang, Jicheng Shi, Colin N. Jones
Efficient tuning of building climate controllers to optimize occupant utility is essential for ensuring overall comfort and satisfaction. However, this is a challenging task since…
Distributionally Robust System Level Synthesis With Output Feedback Affine Control Policy
Yun Li, Jicheng Shi, Colin N. Jones +2
This paper studies the finite-horizon robust optimal control of constrained linear systems subject to model mismatch and additive stochastic disturbances. Utilizing the system leve…
Model Predictive Building Climate Control for Mitigating Heat Pump Noise Pollution (Extended Version)
Yun Li, Jicheng Shi, Colin N. Jones +2
Noise pollution from heat pumps (HPs) has been an emerging concern to their broader adoption, especially in densely populated areas. This paper explores a model predictive control…
Disturbance-adaptive Model Predictive Control for Bounded Average Constraint Violations
Jicheng Shi, Colin N. Jones
This paper considers stochastic linear time-invariant systems subject to constraints on the average number of state-constraint violations over time without knowing the disturbance…
What price to pay? Auto-tuning a building MPC controller for optimal economic cost
Jiarui Yu, Jicheng Shi, Wenjie Xu +1
Demand-side management (DSM) programs introduce complex pricing, requiring advanced control for cost minimization. Model Predictive Control (MPC) offers a solution but its performa…
Disturbance-Adaptive Data-Driven Predictive Control: Trading Comfort Violations for Savings in Building Climate Control
Jicheng Shi, Christophe Salzmann, Colin N. Jones
Model Predictive Control (MPC) has demonstrated significant potential in improving energy efficiency in building climate control, outperforming traditional controllers commonly use…
Efficient Recursive Data-enabled Predictive Control (Extended Version)
Jicheng Shi, Yingzhao Lian, Colin N. Jones
In the field of model predictive control, Data-enabled Predictive Control (DeePC) offers direct predictive control, bypassing traditional modeling. However, challenges emerge with…