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915 research outcomes, page 1 of 92
  • publication . Other literature type . Preprint . 2021
    Open Access English
    Authors:
    Lin, Chi-Heng; Azabou, Mehdi; Dyer, Eva L.;
    Persistent Identifiers
    Project: NSF | CRII: RI: Using Large-Sca... (1755871)

    Optimal transport (OT) is a widely used technique for distribution alignment, with applications throughout the machine learning, graphics, and vision communities. Without any additional structural assumptions on transport, however, OT can be fragile to outliers or noise...

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  • publication . Conference object . Preprint . Other literature type . 2021
    Open Access English
    Authors:
    Cormode, Graham; Dickens, Charlie; Woodruff, David P.;
    Persistent Identifiers
    Publisher: ACM
    Project: NSF | AF: Small: Data Stream Al... (1815840), EC | SSBD (647557)

    Given an $n \times d$ dimensional dataset $A$, a projection query specifies a subset $C \subseteq [d]$ of columns which yields a new $n \times |C|$ array. We study the space complexity of computing data analysis functions over such subspaces, including heavy hitters and...

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  • publication . Article . Other literature type . 2021
    Open Access
    Authors:
    Adee, Madeline; Zhuo, Yueran; Zhan, Tiannan; Chen, Qiushi; Toumi, Asmae; Ayer, Turgay; Nwankwo, Chizoba; Zhong, Huaiyang; Puenpatom, Amy; Chhatwal, Jagpreet;
    Persistent Identifiers
    Publisher: Wiley
    Project: NSF | SCH: INT: Collaborative R... (1722906), NSF | SCH: INT: Collaborative R... (1722665), NSF | SCH: INT: Collaborative R... (1722614)
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  • publication . Preprint . Other literature type . 2021
    Open Access English
    Authors:
    Zheng, Qinqing; Chen, Shuxiao; Long, Qi; Su, Weijie J.;
    Persistent Identifiers
    Project: NSF | CAREER: A Statistical Inf... (1847415), NSF | AF: MEDIUM: Collaborative... (1763314), NIH | Privacy-preserving method... (5R01GM124111-02)

    Federated learning (FL) is a training paradigm where the clients collaboratively learn models by repeatedly sharing information without compromising much on the privacy of their local sensitive data. In this paper, we introduce federated $f$-differential privacy, a new ...

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  • publication . Preprint . Other literature type . Article . Part of book or chapter of book . 2021
    Open Access English
    Authors:
    Suguman Bansal; Krishnendu Chatterjee; Moshe Y. Vardi;
    Project: NSF | SHF: Medium: Collaborativ... (1704883), NSF | NRI: FND: Robotic Collabo... (1830549), EC | ForM-SMArt (863818), NSF | III: Small: Sampling Tech... (1527668)

    Several problems in planning and reactive synthesis can be reduced to the analysis of two-player quantitative graph games. {\em Optimization} is one form of analysis. We argue that in many cases it may be better to replace the optimization problem with the {\em satisfic...

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  • publication . Other literature type . Preprint . Article . 2021
    Open Access English
    Authors:
    Carl A. Miller; Yaoyun Shi;
    Persistent Identifiers
    Project: NSF | AF: CIF: Small: Theoretic... (1216729), NSF | AF: Small: Theory and App... (1318070), NSF | PFI:AIR - TT: Prototyping... (1500095), NSF | STARSS: TTP Option: Small... (1526928)

    If two quantum players at a nonlocal game G achieve a superclassical score, then their measurement outcomes must be at least partially random from the perspective of any third player. This is the basis for device-independent quantum cryptography. In this paper we addres...

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  • publication . Preprint . Conference object . Other literature type . 2021
    Open Access English
    Authors:
    Cailey I. Kerley; Leon Y. Cai; Chang Yu; Logan M. Crawford; Jason M. Elenberger; Eden S. Singh; Kurt G. Schilling; Katherine S. Aboud; Bennett A. Landman; Tonia S. Rex;
    Persistent Identifiers
    Project: NIH | The Vanderbilt Institute ... (3UL1RR024975-03S4), NIH | Postdoctoral Training in ... (5T32EB001628-15), NIH | The Vanderbilt Institute ... (6UL1TR000445-11), NIH | CORE--ILLUSTRATION AND PH... (5P30EY008126-08), NIH | Retinal Ganglion Cell Rep... (1U24EY029893-01), NSF | CAREER: Modeling Personal... (1452485)

    Comment: To be published in Proc SPIE Int Soc Opt Eng. 2021 Feb

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  • publication . Other literature type . Conference object . Preprint . 2021
    Open Access English
    Authors:
    Xu, Kaiwen; Gao, Riqiang; Khan, Mirza S.; Bao, Shunxing; Tang, Yucheng; Deppen, Steve A.; Huo, Yuankai; Sandler, Kim L.; Massion, Pierre P.; Heinrich, Mattias P.; ...
    Persistent Identifiers
    Project: NIH | The Vanderbilt Institute ... (3UL1RR024975-03S4), NSF | CAREER: Modeling Personal... (1452485), NIH | Validation of Biomarkers ... (2U01CA152662-06), NIH | The Vanderbilt Institute ... (6UL1TR000445-11), NIH | Controlling Quality and C... (1R01EB017230-01A1)

    A major goal of lung cancer screening is to identify individuals with particular phenotypes that are associated with high risk of cancer. Identifying relevant phenotypes is complicated by the variation in body position and body composition. In the brain, standardized co...

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  • publication . Preprint . Other literature type . 2021
    Open Access English
    Authors:
    Akash, Aditya Kumar; Lokhande, Vishnu Suresh; Ravi, Sathya N.; Singh, Vikas;
    Persistent Identifiers
    Project: NSF | CAREER: Efficient Statist... (1252725), NIH | BD2K Center Consortium (5U54AI117924-02)

    Learning invariant representations is a critical first step in a number of machine learning tasks. A common approach corresponds to the so-called information bottleneck principle in which an application dependent function of mutual information is carefully chosen and op...

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  • publication . Part of book or chapter of book . Article . Preprint . 2021
    Open Access
    Authors:
    Amir, Guy; Wu, Haoze; Barrett, Clark; Katz, Guy;
    Persistent Identifiers
    Publisher: Springer International Publishing
    Project: NSF | NSF-BSF: SHF: Small: Cert... (1814369)

    Comment: This is a preprint version of a paper that will appear at TACAS 2021

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915 research outcomes, page 1 of 92