Author

Jian-Jun Gao

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Preprint Oct 2026

Distributions or Quantiles? A Convex Variational Theory of Worst-Case Risk

Worst-case risk evaluation is central to finance and operations research, yet existing analytical results remain fragmented and largely confined to ambiguity sets with specific structures. Using spectral risk measures as the underlying class, we develop a convex variational theory that unifies these analyses and extend...

Jian-Jun Gao, Jonathan Yu-Meng Li, Zhen Wang et al. · 0 citations

Conference Aug 2026

Deep Reinforcement Learning-Based 3C Optimization and UAV Trajectory Planning for Semantic-Aware Edge Intelligence Networks

Unmanned aerial vehicle (UAV)-assisted edge intelligence networks have emerged as a promising paradigm for supporting semantic-aware tasks, which rely on the joint orchestration of communication, computation, and caching (3C) resources. This paper investigates a multi-user collaborative urban sensing scenario and aims...

Shun Liu, Qing Wei, Hua-Qing Wu et al. · 2026 IEEE/CIC International... · 0 citations