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公开(公告)号:US11232369B1
公开(公告)日:2022-01-25
申请号:US15698797
申请日:2017-09-08
Applicant: Facebook, Inc.
Inventor: Hongyang Li , Yuchun Tang
Abstract: In one embodiment, a method includes accessing posts in a social-networking system. Each of the posts is unlabeled with respect to whether the post is known to be spam. The method also includes determining a posting user who submitted the post to the social-networking system and a recipient user to whom the post is addressed. The method further includes determining a first vector representation of the posting user and a second vector representation of the recipient user based on one or more features associated with the post, the posting user, and the recipient user. The method still further includes comparing the vector representations and building a machine learning model for automatically detecting spam posts in the social-networking system using a subset of the plurality of posts as non-spam training data.
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公开(公告)号:US11227110B1
公开(公告)日:2022-01-18
申请号:US16832089
申请日:2020-03-27
Applicant: Facebook, Inc.
Inventor: Juan Miguel Pino , Stanislav Funiak , Mridul Malpani , Gaurav Lochan
IPC: G06F40/216 , G06F40/129 , G06F40/284 , G06F40/53 , G06F40/44 , G06F3/02
Abstract: Embodiments are disclosed for transliterating text entries across different script systems. A method according to some embodiments includes steps of: receiving an input string in a first script system input using a keyboard; segmenting, using a probabilistic model, the input string into phonemes that correspond to characters or sets of characters in a second script system; converting the phonemes in the first script system into the characters or sets of characters in the second script system, the characters or sets of characters forming a word or a word prefix in the second script system; and outputting the word or the word prefix in the second script system.
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公开(公告)号:US11226831B2
公开(公告)日:2022-01-18
申请号:US15369547
申请日:2016-12-05
Applicant: Facebook, Inc.
Inventor: Chiwei John Lee , Mark Gerard D'Arcy , Christopher William Jones
Abstract: A system provides content describing an object, for example, a physical object or a customizable service. The system presents an interactive user interface displaying a customized version of a physical object. The interactive user interface allows the user to further customize the physical object. The user interface displays a plurality of options for customizing various components of the physical object. The system customizes the physical object presented via the interactive user interface based on the user profile and user interactions of the user with other users via an online system. The system allows the user to further customize the physical object via the interactive user interface. The interactive user interface presents various options for customization of the physical object based on predicted user preferences.
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公开(公告)号:US20210406980A1
公开(公告)日:2021-12-30
申请号:US16917872
申请日:2020-06-30
Applicant: Facebook, Inc.
Inventor: Steve Morin , Anuj Madan
Abstract: A publishing user identifies a product offered by the user to an online system by providing multiple images of various products viewed at different angles to the online system. The online system applies an identification model to content items obtained from other users to identify one or more of the products in various content items. Based on a product selected by a viewing user, the online system applies the identification model to various content items to identify content items including the selected product and to identify other products included in content items including the selected product. The online system provides information identifying the other products included in content items along with the selected product to the viewing user. The online system may rank other products included in content items along with the selected product and identify other products to the viewing user based on the ranking.
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公开(公告)号:US20210406979A1
公开(公告)日:2021-12-30
申请号:US16917866
申请日:2020-06-30
Applicant: Facebook, Inc.
Inventor: Steve Morin , Anuj Madan
IPC: G06Q30/06 , G06Q30/00 , G06Q50/00 , G06Q30/02 , G06F16/9535 , G06F16/2457 , G06N20/00 , G06N5/04 , G06T15/00 , H04L29/08 , G06K9/00
Abstract: A publishing user identifies a product offered by the user to an online system by providing multiple images of various products viewed at different angles to the online system. The online system applies an identification model to content items obtained from other users to identify one or more of the products in various content items. From a number of content items obtained from other users that include products offered by the publishing user, the online system compute trends. The trends may be for a specific product or products having one or more common attributes. The online system transmits information about the trends to the publishing user or to other users. The trends may also be used to rank recommendations for products to a specific user, where the trends from numbers of content items including products are weighted by the specific user's preferences.
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公开(公告)号:US20210406779A1
公开(公告)日:2021-12-30
申请号:US16913054
申请日:2020-06-26
Applicant: Facebook, Inc.
Inventor: Luhui Hu , Yinglong Xia
Abstract: In one embodiment, a computing system may receive query information associated with a machine-learning model. The system may access a knowledge graph that defines relationships between a number of machine-learning models and a number of features of the machine-learning models. The system may determine, based on the knowledge graph and the query information, one or more correlation metrics indicating correlations between the machine-learning model and one or more features of the features in the knowledge graph. The system may determine one or more recommended features for the machine-learning model based on the one or more correlation metrics and the one or more features.
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公开(公告)号:US11210363B1
公开(公告)日:2021-12-28
申请号:US15963250
申请日:2018-04-26
Applicant: Facebook, Inc.
Inventor: Dihong Gao , Xin Liu , Xiaojun Liang , Asad K. Awan , Junfeng Pan , Rohan Kuruvilla , Yining Wu
IPC: G06F16/958 , G06N5/02 , H04L29/08
Abstract: An online system provides content items including URLs of third party websites to client devices. The client devices prefetch data from the third party website via the URL. The online system controls the prefetch rate for the client devices based on information received from the client devices. The online system may reduce the prefetch rate if an aggregate number of prefetches from the third party website during a time interval exceeds a prefetch quota. The online system may reduce the prefetch rate if the client devices indicate poor performance of the third party. The online system may determine whether to prefetch data from a URL included in a content item based on a likelihood of the user ignoring the content item if here is a delay in loading of the content item in the client device.
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公开(公告)号:USD938447S1
公开(公告)日:2021-12-14
申请号:US29748663
申请日:2020-08-31
Applicant: Facebook, Inc.
Designer: Jason Holland
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公开(公告)号:US11202035B2
公开(公告)日:2021-12-14
申请号:US17196704
申请日:2021-03-09
Applicant: Facebook, Inc.
Inventor: Vivek Garg , Mudit Goel , Paul Seia Ogawa , Eduardo Diaz Real , Joel Alexander Sharin , Keetaek Hong , Ross Legacy
IPC: H04N7/15
Abstract: This disclosure describes a video room system that can efficiently and flexibly generate and facilitate video rooms for video chatting between participant devices by prioritizing video streams to provide to participant devices based on performance parameters. For example, the video room system can provide different video room streams to different participant devices based on the performance parameters of the participant devices. In addition, the video room system can customize or tailor video room streams based on identifying dominant speaker devices, determining connections between participant devices as indicated by a social graph of a social networking system, and/or based on join methods utilized by participant devices to join a video room.
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