视频选题榜 2026-09-01

• https://arxiv.org/abs/2608.28281 · LoopArena：Benchmarking Models as Runtime Controllers for Loop Engineering · Controller 调度 Worker 评测范式 · Worker 固定 · 24.69% 成功率 / 64.4% 推理省 / ρ=0.9747 Type II↔Type III 排序代理 · round=R1