你有没有想过，最顶尖的AI，它的智慧可能不是体现在无所不知，而是敢于坦诚地说出“我不知道”？本期节目，我们将一起探索AI如何学会这项宝贵的品质。我们还会揭秘，如何给AI装上一双“眼睛”让它在嘈杂派对里也能跟你轻松对话，如何用一个优美的公式教会它“速读”长篇报告，甚至让一份200页的PDF自己开口说话，并在一秒内找到AI画作的灵感“祖先”。准备好了吗？让我们一起进入AI更深邃、更智慧的内心世界。00:00:39 AI画画的灵感，能秒速溯源吗？00:06:29 大模型读书慢？给它一副聪明的“速读眼镜”00:12:13 给AI一双眼睛，让它学会“察言观色”00:16:37 AI的最高智慧，是承认自己不知道00:22:56 如何让一份200页的PDF，自己开口说话？本期介绍的几篇论文：[CV] Fast Data Attribution for Text-to-Image Models[CMU & Adobe Research & UC Berkeley]https://arxiv.org/abs/2511.10721---[LG] Optimizing Mixture of Block Attention[MIT]https://arxiv.org/abs/2511.11571---[CL] AV-Dialog: Spoken Dialogue Models with Audio-Visual Input[University of Washington & Meta AI Research]https://arxiv.org/abs/2511.11124---[LG] Honesty over Accuracy: Trustworthy Language Models through Reinforced Hesitation[Toyota Technological Institute at Chicago & University of California, San Diego]https://arxiv.org/abs/2511.11500---[CL] Information Extraction From Fiscal Documents Using LLMs[Google Inc & XKDR Forum]https://arxiv.org/abs/2511.10659

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“What did the council decide on item 42?” — answered with the speaker and the moment.

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