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English(EN) TabPFN-3.5: Technical Report

TabPFN-3.5 通过增强的性能和速度推动表格基础模型的发展

一份新的技术报告介绍了 TabPFN-3.5,这是表格基础模型领域的重大进展。该模型在各种表格数据挑战中超越了其前身 TabPFN-3 和其他现有基准。TabPFN-3.5 在标准的表格预测任务上展示了最先进的性能,并将其能力扩展到处理复杂的现实世界数据,包括具有时间或分组拆分的非 i.i.d. 数据,以及包含文本、字符串和图像的表格。像 TabPFN-3.5-Fast 这样的专用变体提供高达 3 倍的推理速度,而 TabPFN-3.5-Plus 则通过改进的文本和日期处理增强了多模态功能。此外,升级后的“Thinking”模式 TabPFN-3.5-Thinking,比其前一个版本提供了高达 12 倍的速度提升。 AI

影响 为表格数据任务设定了新的最先进水平,有可能加速金融、医疗保健和电子商务领域的应用。

排序理由 发布了一份详细介绍新模型及其基准结果的技术报告。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv stat.ML 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

TabPFN-3.5 通过增强的性能和速度推动表格基础模型的发展

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发布了一份详细介绍新模型及其基准结果的技术报告。[lever_c_demoted from research: ic=1 ai=1.0]
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model release, paper, product
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完整方法见我们的编辑标准

报道来源 [1]

  1. arXiv stat.ML TIER_1 English(EN) · Benjamin J\"ager, Nick Erickson, L\'eo Grinsztajn, Felix Birkel, Klemens Fl\"oge, Oscar Key, K\"ur\c{s}at Kaya, Jonas K\"ubler, Ad\`ele Frankel, Tobias Schr\"oder, Anurag Garg, Jan Hendrik Metzen, David Salinas, Simon Bing, Kristina Collins, Tuana \c{C}e… ·

    TabPFN-3.5: 技术报告

    arXiv:2609.17895v1 Announce Type: cross Abstract: We introduce TabPFN-3.5, our new flagship Tabular Foundation Model. It significantly outperforms its predecessor, TabPFN-3, and all existing baselines across a broad range of tabular problems. TabPFN-3.5 sets a new state of the ar…