3 papers indexed
Pengcheng Wan, Liang Han, Lin Xu, Bowen Xiao, Liqiang Nie
Recent advances in text-to-image (T2I) generation have enabled controllable image synthesis by incorporating conditions beyond text. However, most existing diffusion-based methods are limited to a single type of control condition (e.g., bounding boxes or keypoints), which restric…
Congde Hu, Danping Li, Lin Xu, Wenying Xu
Stackelberg differential games (SDGs) provide a powerful framework for hierarchical decision-making in stochastic and continuous-time environments, yet their solution remains computationally challenging due to the complexity of traditional dynamic programming and Hamilton-Jacobi-…
Congde Hu, Zhuo Jin, Danping Li, Lin Xu
To address parameter misspecification and sudden structural environmental changes in conventional stochastic differential game (SDG) frameworks, this paper introduces a distributional control approach that characterizes optimal strategies as probability distributions over actions…