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)
source link: https://mp.weixin.qq.com/s?__biz=MzU0NTAyNTQ1OQ%3D%3D&%3Bmid=2247493680&%3Bidx=1&%3Bsn=2ffbda3f4a8e71062a042c3d4739ee84
Go to the source link to view the article. You can view the picture content, updated content and better typesetting reading experience. If the link is broken, please click the button below to view the snapshot at that time.
欢迎关注“ 计算机视觉研究院 ”
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/
© THE END
我们开创“ 计算机视觉协会 ”知识星球一年有余,也得到很多同学的认可,我们定时会推送实践型内容与大家分享,在星球里的同学可以随时提问,随时提需求,我们都会及时给予回复及给出对应的答复。
如果想加入我们“ 计算机视觉研究院 ”,请扫二维码加入我们。我们会按照你的需求将你拉入对应的学习群!
计算机视觉研究院 主要涉及 深度学习 领域,主要致力于 人脸检测、人脸识别,多目标检测、目标跟踪、图像分割等 研究方向。 研究院 接下来会不断分享最新的论文算法新框架,我们这次改革不同点就是,我们要着重” 研究 “。之后我们会针对相应领域分享实践过程,让大家真正体会 摆脱理论 的真实场景,培养爱动手编程爱动脑思考的习惯!
计算机视觉研究院
长按扫描二维码关注我们
Recommend
About Joyk
Aggregate valuable and interesting links.
Joyk means Joy of geeK