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    全球人工智能與機器人峰會 CCF-GAIR 2019
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    ICML 2019 最佳論文公布:繼霸榜后,谷歌再添重磅獎項!

    本文作者:叢末 2019-06-13 10:49
    導語:「錦上添花」!

    雷鋒網 AI 科技評論按:彼時,為期 7 天(6 月 9 日至 15 日)的 ICML 2019(國際機器學習大會)正在美國加州如火如荼地舉行。據 ICML 2019 前不久公布的論文結果,今年大會共收到 3424 篇有效投稿論文,最終收錄的論文數量為 774 篇,接收率為 22.6%。而今天,萬眾矚目的 ICML 2019 最佳論文結果最新出爐,將會議推向了高潮。        ICML 2019 最佳論文公布:繼霸榜后,谷歌再添重磅獎項!

    (圖片來源:Twitter 網友

    本屆最佳論文共有 2 篇,分別是:

    • 《挑戰無監督解耦表示學習中的常見假設》,論文作者分別來自谷歌大腦、馬克斯·普朗克學會( Max-Planck-Gesellschaft )以及蘇黎世聯邦理工學院(ETH Zurich); 

    • 《稀疏變分高斯過程回歸的收斂速度》,論文作者來自劍橋大學。

    2 篇論文同獲最佳論文獎

    《挑戰無監督解耦表示學習中的常見假設》

    Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations

     ICML 2019 最佳論文公布:繼霸榜后,谷歌再添重磅獎項!

    • 論文作者:Francesco Locatello, Stefan Bauer, Mario Lucic, Gunnar R?tsch, Sylvain Gelly, Bernhard Sch?lkopf, Olivier Bachem

    • 論文下載地址:https://arxiv.org/abs/1811.12359

    論文摘要:無監督解耦表示學習背后的關鍵思路是,真實世界的數據是由大量的變量解釋因子生成的,而無監督學習算法可以對這些因子實現修復。在本論文中,我們嚴謹地回顧了該領域的最新進展,并對一些常見假設提出了異議。我們首先從理論上驗證,如果模型和數據都沒有歸納偏置,無監督解耦表示學習基本上是不可能實現的。之后,我們在 7 個不同的數據集上訓練了 12000 多個模型,涵蓋了可重復、大規模實驗研究中最重要的方法和評估指標。我們發現,雖然不同的方法都成功地執行了由相應損失「鼓勵」的屬性,但是在無監督的情況下,這些方法似乎都無法識別出良好解耦的模型。除此之外,增加解耦似乎并不會降低下游任務學習的樣本復雜度。而我們的研究結果最終表明,未來對于解耦學習的研究應該明確歸納偏見和(隱式)監督在其中所發揮的作用,探究強制學習到的表示解耦的明確利好,并考慮涵蓋多個數據集的可重復的實驗設置。

    《稀疏變分高斯過程回歸的收斂速度》

    Rates of Convergence for Sparse Variational Gaussian Process Regression

     ICML 2019 最佳論文公布:繼霸榜后,谷歌再添重磅獎項!

    論文摘要:此前,我們對高斯過程后驗提出了效果很不錯的變分近似法,從而避免了數據集大小為 N 時,O(N3) 發生縮放。這些方法將計算成本降到了 O(NM2),其中 M≤N 作為誘導概括高斯過程的變量的數值。雖然大小為 N 的數據集的計算成本幾乎呈線性,但算法真正的復雜性取決于 M 如何增加以確保一定的近似質量。對此,我們通過描述 KL 向后發散的上界行為來解決這個問題,并證明了在高概率情況下,通過讓 M 的增長速度慢于 N,從而使得 KL 的發散度可隨意減小。其中一個特別受關注的案例是,具有 D 維度中正態分布輸入為的回歸,使用常用的平方指數核函數 M=O(logDN) 便足夠了。我們的研究結果表明,隨著數據集的增加,高斯過程后驗可以真正近似地逼近,并為如何在連續學習場景中增加 M 提供了具體規則。

    7 篇論文摘得提名獎

     ICML 2019 最佳論文公布:繼霸榜后,谷歌再添重磅獎項!

    (圖片來源:Twitter 網友)

    同期,ICML 2019 也公布了 7 篇摘得提名獎(Honorable Mentions)的論文,分別如下:

    類比可解釋性:趨向理解詞嵌入》

    Analogies Explained: Towards Understanding Word Embeddings

    《SATNet:使用差分可滿足性求解器來橋接深度學習和邏輯推理》

    SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver

    《深度神經網絡中隨機梯度噪聲的尾指數分析》

    A Tail-Index Analysis of Stochastic Gradient Noise in Deep Neural Networks

    《趨向隨機傅里葉特征的統一分析》

    Towards A Unified Analysis of Random Fourier Features

    《分期償還的蒙特卡羅積分》

    Amortized Monte Carlo Integration

    《多智能體深度強化學習的內在動機的社會影響》

    Social Influence as Intrinsic Motivation for Multi-Agent Deep Reinforcement Learning

    • 作者:Natasha Jaques, Angeliki Lazaridou, Edward Hughes, Caglar Gulcehre, Pedro A. Ortega, DJ Strouse, Joel Z. Leibo, Nando de Freitas

    • 論文下載地址:https://arxiv.org/pdf/1810.08647.pdf

    《隨機波束以及找到它們的地方:取樣序列無需更換的 Gumbel-Top-k 方法》

    Stochastic Beams and Where to Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement

    ICML 2019 霸榜玩家:谷歌

    5 月中,我們在ICML 2019 論文收錄 TOP 榜單:清華領銜七家國內高校、企業登上榜單一文中提到,谷歌在 reddit 網友根據 ICML 2019 論文收錄名單統計出的幾大 TOP 榜單中霸榜,讓排名其后的研究機構們都望塵莫及:

    • 在研究機構收錄論文 TOP 榜單中,谷歌以 80+ 篇收錄論文數量位列第一且遙遙領先于排在其之后的 MIT、加州大學伯克利分校、谷歌大腦、斯坦福大學、CMU 以及微軟。另外在將工業界單拎出來的工業界研究機構收錄論文 TOP榜單中,谷歌及其附屬公司谷歌大腦、DeepMind 奪得前四席位,更是以壓倒性優勢拔得頭籌。

    • 在以唯一作者、第一作者身份被收錄論文的作者 TOP 榜單中,來自谷歌的 Ashok Cutkosky 拿下了該榜單的第一名,在其被收錄的 3 篇論文中,有 1 篇唯一作者被收錄的論文、1 篇以第一作者被收錄的論文。

    • 在各研究機構相對貢獻 TOP 榜單中,谷歌依舊獨占鰲頭,相對貢獻接近 40,遙遙領先于其后的斯坦福大學、加州大學伯克利分校、MIT、CMU。

    而如今最佳論文獎揭曉,則是為谷歌在本屆 ICML 中所取得的佳績再添了一層光輝! 雷鋒網雷鋒網(公眾號:雷鋒網)

    雷鋒網原創文章,未經授權禁止轉載。詳情見轉載須知

     ICML 2019 最佳論文公布:繼霸榜后,谷歌再添重磅獎項!
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