00:00:27 AI的“心术”：我们能给它装上一个诚实开关吗？00:05:08 比正确更重要的，是正确地思考00:10:18 省钱的艺术：如何让“实习生”干好“专家”的活？00:15:44 AI的“一键删除”，真的能删除吗？00:21:08 AI训练的“终局思维”：把答案直接告诉你本期介绍的几篇论文：[LG] Can LLMs Lie? Investigation beyond Hallucination [Carnegie Mellon University (CMU)] https://arxiv.org/abs/2509.03518 ---[LG] Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training [Amazon] https://arxiv.org/abs/2509.03403 ---[LG] Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees [University of California, Berkeley] https://arxiv.org/abs/2509.02896 ---[LG] Unlearning That Lasts: Utility-Preserving, Robust, and Almost Irreversible Forgetting in LLMs [University of Tübingen & EPFL] https://arxiv.org/abs/2509.02820 ---[LG] Imitate Optimal Policy: Prevail and Induce Action Collapse in Policy Gradient [University of Sydney & King Abdullah University of Science and Technology] https://arxiv.org/abs/2509.02737

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