4 papers
AgentBeats: Agentifying Agent Assessment for Openness, Standardization, and Reproducibility
Xiaoyuan Liu, Jianhong Tu, Yuqi Chen +26
Agent systems are advancing quickly across domains, but their evaluation remains fragmented. Most benchmarks rely on fixed, LLM-centric harnesses that require heavy integration, cr…
Distributed adaptive estimation for stochastic large regression models
Die Gan, Siyu Xie, Zhixin Liu +1
This paper studies the distributed adaptiveestimation problems for stochastic large regression modelswith an infinite number of parameters. By constructing a re-cursive local cost…
Stability analysis of distributed Kalman filtering algorithm for stochastic regression model
Siyu Xie, Die Gan, Zhixin Liu
In this paper, a distributed Kalman filtering (DKF) algorithm is proposed based on a diffusion strategy, which is used to track an unknown signal process in sensor networks coopera…
Stability of FFLS-based diffusion adaptive filter under a cooperative excitation condition
Die Gan, Siyu Xie, Zhixin Liu +1
In this paper, we consider the distributed filtering problem over sensor networks such that all sensors cooperatively track unknown time-varying parameters by using local informati…