2020顶级会议回顾 | 从这些最佳论文中总结研究趋势（文中附论文下载链接）

作者：Edison_G

今天，我们就从各大顶会的最佳论文中一窥当前研究热点和趋势。

AAAI 2020

最佳论文：WinoGrande: An Adversarial Winograd Schema Challenge at Scale

论文链接：https://arxiv.org/abs/1907.10641

最佳论文提名：A Unifying View on Individual Bounds and Heuristic Inaccuracies in Bidirectional Search

论文链接：https://ai.dmi.unibas.ch/research/reading_group/alcazar-et-al-aaai2020.pdf

CVPR 2020

最佳论文：Unsupervised Learning of Probably Symmetric Deformable 3D Objects from Images in the Wild

论文链接：https://arxiv.org/abs/1911.11130

模型结构如下所示：

ACL 2020

最佳论文：Beyond Accuracy: Behavioral Testing of NLP Models with CheckList

论文链接：https://www.aclweb.org/anthology/2020.acl-main.442.pdf

ICML 2020

杰出论文 1：On Learning Sets of Symmetric Elements

论文链接：https://arxiv.org/pdf/2002.08599.pdf

杰出论文 2：Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems

论文链接：https://arxiv.org/pdf/2002.09611.pdf

杰出论文荣誉提名 1：Efficiently sampling functions from Gaussian process posteriors

论文链接：https://arxiv.org/abs/2002.09309

杰出论文荣誉提名 2：Generative Pretraining From Pixels

论文链接：https://cdn.openai.com/papers/Generative_Pretraining_from_Pixels_V2.pdf

ECCV 2020

最佳论文：RAFT: Recurrent All-Pairs Field Transforms for Optical Flow

论文链接：https://arxiv.org/abs/2003.12039

最佳论文荣誉提名 1：Towards Streaming Image Understanding

论文地址：https://arxiv.org/abs/2005.10420

最佳论文荣誉提名 2：NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis

论文链接：https://arxiv.org/abs/2003.08934

ICRA 2020

最佳论文：Preference-Based Learning for Exoskeleton Gait Optimization

论文链接：https://arxiv.org/abs/1909.12316

CoRL 2020

最佳论文：Learning Latent Representations to Influence Multi-Agent Interaction

论文链接：https://arxiv.org/pdf/2011.06619.pdf

最佳系统论文：SMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous Driving

论文链接：https://arxiv.org/pdf/2010.09776.pdf

最佳 Presentation 论文：Accelerating Reinforcement Learning with Learned Skill Priors

论文链接：https://arxiv.org/pdf/2010.11944.pdf

NeurIPS 2020

最佳论文 1：Language Models are Few-Shot Learners

论文链接：https://papers.nips.cc/paper/2020/file/1457c0d6bfcb4967418bfb8ac142f64a-Paper.pdf

最佳论文 2：No-Regret Learning Dynamics for Extensive-Form Correlated Equilibrium

论文链接：https://proceedings.neurips.cc/paper/2020/file/5763abe87ed1938799203fb6e8650025-Paper.pdf

最佳论文 3：Improved guarantees and a multiple-descent curve for Column Subset Selection and the Nystrom method

论文链接：https://proceedings.neurips.cc/paper/2020/file/342c472b95d00421be10e9512b532866-Paper.pdf

IJCAI 2020

杰出论文 1：Synthesizing Aspect-Driven Recommendation Explanations from Reviews

论文链接：https://www.ijcai.org/Proceedings/2020/0336.pdf

杰出论文 2：A Multi-Objective Approach to Mitigate Negative Side Effects

论文链接：https://www.ijcai.org/Proceedings/2020/0050.pdf

SIGIR 2020

最佳论文：Controlling Fairness and Bias in Dynamic Learning-to-Rank

论文链接：https://dl.acm.org/doi/pdf/10.1145/3397271.3401100

最佳论文荣誉提名奖：Models Versus Satisfaction: Towards a Better Understanding of Evaluation Metrics

论文链接：https://dl.acm.org/doi/pdf/10.1145/3397271.3401162

KDD 2020

最佳论文：On Sampled Metrics for Item Recommendation

论文链接：http://walid.krichene.net/papers/KDD-sampled-metrics.pdf

参考内容：https://www.reddit.com/r/MachineLearning/comments/knai5q/r_a_list_of_best_papers_from_top_ai_conferences/

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