3 papers
cs.LG2025
GUI-ReWalk: Massive Data Generation for GUI Agent via Stochastic Exploration and Intent-Aware Reasoning
Musen Lin, Minghao Liu, Taoran Lu +6
Graphical User Interface (GUI) Agents, powered by large language and vision-language models, hold promise for enabling end-to-end automation in digital environments. However, their…
math.OC2025
On the Sample Complexity of Set Membership Estimation for Linear Systems with Disturbances Bounded by Convex Sets
Haonan Xu, Yingying Li
This paper revisits the set membership identification for linear control systems and establishes its convergence rates under relaxed assumptions on (i) the persistent excitation re…
q-fin.CP2025
Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning
Haonan Xu, Alessio Brini
This paper applies deep reinforcement learning (DRL) to optimize liquidity provisioning in Uniswap v3, a decentralized finance (DeFi) protocol implementing an automated market make…