今天是2021年的最后一天，机器学习论文及代码实现网站PapersWithCode基于其网站数据给出了一份关于这一年最流行论文、库和数据集的总结。2021TopTrending论文ADOP：ApproximateDifferentiableOnePixelPointRenderingRckertetalhttps：paperswithcode。compaperadopapproximatedifferentiableonepixelTheBayesianLearningRuleKhanetalhttps：paperswithcode。compaperthebayesianlearningruleProgramSynthesiswithLargeLanguageModelsAustinetalhttps：paperswithcode。compaperprogramsynthesiswithlargelanguagemodelsMaskedAutoencodersAreScalableVisionLearnersHeetalhttps：paperswithcode。compapermaskedautoencodersarescalablevision8bitOptimizersviaBlockwiseQuantizationDettmersetalhttps：paperswithcode。compaper8bitoptimizersviablockwisequantizationRevisitingResNets：ImprovedTrainingandScalingStrategiesBelloetalhttps：paperswithcode。compaperrevisitingresnetsimprovedtrainingandImageSuperResolutionviaIterativeRefinementSahariaetalhttps：paperswithcode。compaperimagesuperresolutionviaiterativePerceiverIO：AGeneralArchitectureforStructuredInputsOutputsJaegleetalhttps：paperswithcode。compaperperceiverioageneralarchitectureforDoVisionTransformersSeeLikeConvolutionalNeuralNetworks？Raghuetalhttps：paperswithcode。compaperdovisiontransformersseelikeconvolutionalImplicitMLE：BackpropagatingThroughDiscreteExponentialFamilyDistributionsNiepertetalhttps：paperswithcode。compaperimplicitmlebackpropagatingthroughdiscrete2021TopTrending库PyTorchImageModelsRossWightmanhttps：github。comrwightmanpytorchimagemodelsTransformersHuggingFacehttps：github。comhuggingfacetransformersPyTorchGANErikLinderNornhttps：github。comeriklindernorenPyTorchGANMMDetectionOpenMMLabhttps：github。comopenmmlabmmdetectionDarknetAlexeyABhttps：github。comAlexeyABdarknetVisionTransformerPyTorchlucidrainshttps：github。comlucidrainsvitpytorchInsightFaceDeepInsighthttps：github。comdeepinsightinsightfaceDetectron2MetaAIhttps：github。comfacebookresearchdetectron2PaddleOCRPaddlePaddlehttps：github。comPaddlePaddlePaddleOCRFairSeqMetaAIhttps：github。compytorchfairseq2021TopTrending数据集MATHHendrycksetalhttps：paperswithcode。comdatasetmathUAVHumanLietalhttps：paperswithcode。comdatasetuavhumanUPFD（UserPreferenceawareFakeNewsDetection）Douetalhttps：paperswithcode。comdatasetupfdOGBLSC（OGBLargeScaleChallenge）Huetalhttps：paperswithcode。comdatasetogblscCodeXGLUELuetalhttps：paperswithcode。comdatasetcodexglueAGORAPateletalhttps：paperswithcode。comdatasetagoraBEIR（BenchmarkingIR）Thakuretalhttps：paperswithcode。comdatasetbeirWikiGraphsWangetalhttps：paperswithcode。comdatasetwikigraphsFewNERDDingetalhttps：paperswithcode。comdatasetfewnerdPASS（PictureswithouthumAnsforSelfSupervision）Asanoetalhttps：paperswithcode。comdatasetpass
CabassePearlKeshi2。1声道音箱桌面音响新选王者荣耀瑶新皮肤爆料遇见神鹿，灵感来自莫高窟壁画周封禁玩家超10万绝地求生社区经理抱怨作弊猖獗绝地求生拟加入战队系统需5000BP，可容纳20名成员月令七十二候之霜降有三侯绝地求生官方介绍霰弹枪全系重点改动伤害削弱配件变动绝地求生2019年万圣节皮肤正式官宣海盗剑客稻草人随你挑豫星相约魅力难挡吉利中国星河南星上人星越L百台交车盛典郑州站中科大博士卖外挂被起诉三年多非法牟利300多万王者荣耀新英雄镜演示酷炫御姐刺客和平精英SS5赛季3月3日结束，特种作战与火力对决模式将调整王者荣耀职业联赛首次尝试线上赛制，3月18日正式开赛