Tight High-Probability Bounds for Nonconvex Heavy-Tailed Scenario under Weaker Assumptions - An, Weixin; Liu, Yuanyuan; Shang, Fanhua; Yu, Han; Liu, Junkang; Liu, Hongying (Advances in Neural Information Processing Systems, 2025)