2 papers
econ.GN2026
Too Late to Prune: Generative AI, the Screen, and Team Creative Decisions
Difang Huang, Shumin Yu, Fadong Chen +1
Generative AI makes options cheap and shifts the bottleneck of creative work from generating options to screening them. We argue that AI's value depends on whether its options arri…
cs.LG2026
Adaptive Self-Consistency: From Black-Box Sampling to Distribution-Valued Feedback
Jingkai Huang, Yunfan Zhang, Will Ma +2
Self-consistency samples many reasoning trajectories and aggregates their final answers, treating the LLM as a black box that returns one answer per trajectory. Yet the final answe…