2 papers
cs.LG2025
Zeroth-Order Actor-Critic: An Evolutionary Framework for Sequential Decision Problems
Yuheng Lei, Yao Lyu, Guojian Zhan +5
Evolutionary algorithms (EAs) have shown promise in solving sequential decision problems (SDPs) by simplifying them to static optimization problems and searching for the optimal po…
cs.RO2024
FREA: Feasibility-Guided Generation of Safety-Critical Scenarios with Reasonable Adversariality
Keyu Chen, Yuheng Lei, Hao Cheng +3
Generating safety-critical scenarios, which are essential yet difficult to collect at scale, offers an effective method to evaluate the robustness of autonomous vehicles (AVs). Exi…