2021年哪些论文库数据集最火？PapersWithCode给出了一份答案

　　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。2021 Top Trending 论文ADOP: Approximate Differentiable One-Pixel Point Rendering — Rückert et al — https://paperswithcode.com/paper/adop-approximate-differentiable-one-pixelThe Bayesian Learning Rule —Khan et al https://paperswithcode.com/paper/the-bayesian-learning-ruleProgram Synthesis with Large Language Models — Austin et al https://paperswithcode.com/paper/program-synthesis-with-large-language-modelsMasked Autoencoders Are Scalable Vision Learners — He et al https://paperswithcode.com/paper/masked-autoencoders-are-scalable-vision8-bit Optimizers via Block-wise Quantization — Dettmers et al https://paperswithcode.com/paper/8-bit-optimizers-via-block-wise-quantizationRevisiting ResNets: Improved Training and Scaling Strategies — Bello et al https://paperswithcode.com/paper/revisiting-resnets-improved-training-andImage Super-Resolution via Iterative Refinement — Saharia et al https://paperswithcode.com/paper/image-super-resolution-via-iterativePerceiver IO: A General Architecture for Structured Inputs & Outputs — Jaegle et al https://paperswithcode.com/paper/perceiver-io-a-general-architecture-forDo Vision Transformers See Like Convolutional Neural Networks? — Raghu et al https://paperswithcode.com/paper/do-vision-transformers-see-like-convolutionalImplicit MLE: Backpropagating Through Discrete Exponential Family Distributions — Niepert et al https://paperswithcode.com/paper/implicit-mle-backpropagating-through-discrete2021 Top Trending 库PyTorch Image Models — Ross Wightman — https://github.com/rwightman/pytorch-image-modelsTransformers — Hugging Face — https://github.com/huggingface/transformersPyTorch-GAN — Erik Linder-Norén — https://github.com/eriklindernoren/PyTorch-GAN MMDetection — OpenMMLab — https://github.com/open-mmlab/mmdetectionDarknet — AlexeyAB — https://github.com/AlexeyAB/darknetVision Transformer PyTorch — lucidrains — https://github.com/lucidrains/vit-pytorchInsightFace — DeepInsight — https://github.com/deepinsight/insightfaceDetectron2 — Meta AI — https://github.com/facebookresearch/detectron2PaddleOCR — PaddlePaddle — https://github.com/PaddlePaddle/PaddleOCRFairSeq — Meta AI — https://github.com/pytorch/fairseq2021 Top Trending 数据集MATH —  Hendrycks et al https://paperswithcode.com/dataset/math UAV-Human —  Li et al   https://paperswithcode.com/dataset/uav-human UPFD (User Preference-aware Fake News Detection) —  Dou et al   https://paperswithcode.com/dataset/upfd OGB-LSC (OGB Large-Scale Challenge) —  Hu et al   https://paperswithcode.com/dataset/ogb-lsc CodeXGLUE — Lu et al   https://paperswithcode.com/dataset/codexglue AGORA —  Patel et al https://paperswithcode.com/dataset/agora BEIR (Benchmarking IR) —  Thakur et al   https://paperswithcode.com/dataset/beir WikiGraphs —  Wang et al   https://paperswithcode.com/dataset/wikigraphs Few-NERD —  Ding et al   https://paperswithcode.com/dataset/few-nerd PASS (Pictures without humAns for Self-Supervision) — Asano et al   https://paperswithcode.com/dataset/pass