近日，機(jī)器學(xué)習(xí)和計(jì)算神經(jīng)科學(xué)領(lǐng)域國際頂會(huì)NeurIPS 2020論文接收列表公布，共接收論文1899篇，包含Oral論文105篇，Spotlight論文280篇。

此次接收列表中，智源研究院共有35篇入圍——朱軍8篇，王立威4篇，唐杰3篇，黃鐵軍、張長水、葉杰平、孫劍、崔鵬、朱占星各2篇，顏水成、文繼榮、孫茂松、何曉冬、林宙辰、李國齊、施柏鑫、黃高、李紀(jì)為、孫栩、張祥雨各1篇。

以下是智源研究院被接收論文具體列表：

參與論文8篇，位列華人學(xué)者Top 3

《Multi-Label Classification: Does Hamming Loss and Subset Accuracy really conflict with each other? 》

Guoqiang Wu (Tsinghua University) · Jun Zhu (Tsinghua University)

《Further Analysis of Outlier Detection with Deep Generative Models》

Ziyu Wang (Tsinghua University) · Bin Dai (Samsung Research China - Beijing) · David P Wipf (Microsoft Research Asia) · Jun Zhu (Tsinghua University)

《Efficient Learning of Generative Models via Finite-Difference Score Matching》

Tianyu Pang (Tsinghua University) · Taufik Xu (Tsinghua University) · Chongxuan LI (Tsinghua University) · Yang Song (Stanford University) · Stefano Ermon (Stanford) · Jun Zhu (Tsinghua University)

《Adversarial Distributional Training for Robust Deep Learning》

Yinpeng Dong (Tsinghua University) · Zhijie Deng (Tsinghua University) · Tianyu Pang (Tsinghua University) · Hang Su (Tsinghua Univiersity) · Jun Zhu (Tsinghua University)

《Bi-level Score Matching for Learning Energy-based Latent Variable Models》

Fan Bao (Tsinghua University) · Chongxuan LI (Tsinghua University) · Taufik Xu (Tsinghua University) · Hang Su (Tsinghua Univiersity) · Jun Zhu (Tsinghua University) · Bo Zhang (Tsinghua University)

《Boosting Adversarial Training with Hypersphere Embedding》

Tianyu Pang (Tsinghua University) · Xiao Yang (Tsinghua University) · Yinpeng Dong (Tsinghua University) · Taufik Xu (Tsinghua University) · Hang Su (Tsinghua Univiersity) · Jun Zhu (Tsinghua University)

《Calibrated Reliable Regression using MaXimum Mean Discrepancy》

Peng Cui (Tsinghua University) · Wenbo Hu (Tsinghua University) · Jun Zhu (Tsinghua University)

《Understanding and Exploring the Network with Stochastic Architectures》

Zhijie Deng (Tsinghua University) · Yinpeng Dong (Tsinghua University) · Shifeng Zhang (Department of Computer Science and Technology, Tsinghua University) · Jun Zhu (Tsinghua University)

參與論文4篇：

《Locally Differentially Private (Contextual) Bandits Learning》

Kai Zheng (Kuaishou) · Tianle Cai (Peking University) · Weiran Huang (Noah's Ark Lab) · Zhenguo Li (Noah's Ark Lab, Huawei Tech Investment Co Ltd) · Liwei Wang (Peking University)

《RepPoints v2: Verification Meets Regression for Object Detection》

Yihong Chen (Peking University) · Zheng Zhang (MSRA) · Yue Cao (Microsoft Research) · Liwei Wang (Peking University) · Stephen Lin (Microsoft Research) · Han Hu (Microsoft Research Asia)

《Improved Analysis of Clipping Algorithms for Non-convex Optimization》

Bohang Zhang (Peking University) · Jikai Jin (Peking University) · Cong Fang (Peking University) · Liwei Wang (Peking University)

《Sanity-Checking Pruning Methods: Random Tickets can Win the Jackpot》

Jingtong Su (Peking University) · Yihang Chen (Peking University) · Tianle Cai (Peking University) · Tianhao Wu (Peking University) · Ruiqi Gao (Peking University) · Liwei Wang (Peking University) · Jason Lee (Princeton University)

參與論文3篇：

《Concentration Bounds for Co-occurrence Matrices of Markov Chains》

Jiezhong Qiu (Tsinghua University) · Chi Wang (Microsoft Research) · Ben Liao (Tencent) · Richard Peng (Georgia Tech) · Jie Tang (Tsinghua University)

《CogLTX: Applying BERT to Long Texts》

Ming Ding (Tsinghua University) · Chang Zhou (Alibaba Group) · HongXia Yang (Alibaba Group) · Jie Tang (Tsinghua University)

《Graph Random Neural Networks for Semi-Supervised Learning on Graphs》

Wenzheng Feng (Tsinghua University) · Jie Zhang (Webank Co.,Ltd) · YuXiao Dong (Microsoft) · Yu Han (Tsinghua University) · Huanbo Luan (Tsinghua University) · Qian Xu (WeBank) · Qiang Yang (WeBank and HKUST) · Evgeny Kharlamov (Bosch Center for Artificial Intelligence) · Jie Tang (Tsinghua University)

參與論文2篇：

《Learning Individually Inferred Communication for Multi-Agent Cooperation》

Ziluo Ding (Peking University) · Tiejun Huang (Peking University) · Zongqing Lu (Peking University)

《UnModNet: Learning to Unwrap a Modulo Image for High Dynamic Range Imaging》

Chu Zhou (Peking University) · Hang Zhao (MIT) · Jin Han (Peking University) · Chang Xu (University of Sydney) · Chao Xu (Peking University) · Tiejun Huang (Peking University) · BoXin Shi (Peking University)

參與論文2篇：

《Agree to Disagree: Adaptive Ensemble Knowledge Distillation in Gradient Space》

Shangchen Du (SenseTime) · Shan You (SenseTime) · Xiaojie Li (sensetime) · Jianlong Wu (Shandong University) · Fei Wang (SenseTime) · Chen Qian (SenseTime) · Changshui Zhang (Tsinghua University)

《When Counterpoint Meets Chinese Folk Melodies》

Nan Jiang (Tsinghua University) · Sheng Jin (Tsinghua University) · Zhiyao Duan (Unversity of Rochester) · Changshui Zhang (Tsinghua University)

參與論文2篇：

《Knowledge Transfer in Multi-Task Deep Reinforcement Learning for Continuous Control》

Zhiyuan Xu (Syracuse University) · Kun Wu (Syracuse University) · Zhengping Che (DiDi AI Labs, Didi ChuXing) · Jian Tang (DiDi AI Labs, DiDi ChuXing) · Jieping Ye (Didi ChuXing)

《Upper Confidence Primal-Dual Reinforcement Learning for CMDP with Adversarial Loss》

Shuang Qiu (University of Michigan) · Xiaohan Wei (University of Southern California) · Zhuoran Yang (Princeton) · Jieping Ye (University of Michigan) · Zhaoran Wang (Northwestern University)

參與論文2篇：

《Fine-Grained Dynamic Head for Object Detection》

Lin Song (Xi'an Jiaotong University) · Yanwei Li (The Chinese University of Hong Kong) · Zhengkai Jiang (Institute of Automation，Chinese Academy of Sciences) · Zeming Li (Megvii(Face++) Inc) · Hongbin Sun (Xi'an Jiaotong University) · Jian Sun (Megvii, Face++) · Nanning Zheng (Xi'an Jiaotong University)

《Rethinking Learnable Tree Filter for Generic Feature Transform》

Lin Song (Xi'an Jiaotong University) · Yanwei Li (The Chinese University of Hong Kong) · Zhengkai Jiang (Institute of Automation，Chinese Academy of Sciences) · Zeming Li (Megvii(Face++) Inc) · Xiangyu Zhang (MEGVII Technology) · Hongbin Sun (Xi'an Jiaotong University) · Jian Sun (Megvii, Face++)/孫劍 · Nanning Zheng (Xi'an Jiaotong University)

參與論文2篇：

《Calibrated Reliable Regression using MaXimum Mean Discrepancy》

Peng Cui (Tsinghua University) · Wenbo Hu (Tsinghua University) · Jun Zhu (Tsinghua University)

《Counterfactual Prediction for Bundle Treatment》

Hao Zou (Tsinghua University) · Peng Cui (Tsinghua University) · Bo Li (Tsinghua University) · Zheyan Shen (Tsinghua University) · JianXin Ma (Alibaba Group) · HongXia Yang (Alibaba Group) · Yue He (Tsinghua University)

參與論文2篇：

《Knowledge Distillation in Wide Neural Networks: Risk Bound, Data Efficiency and Imperfect Teacher》

Guangda Ji (Peking University) · ZhanXing Zhu (Peking University)

《Black-Box Certification with Randomized Smoothing: A Functional Optimization Based Framework》

Dinghuai Zhang (Peking University) · Mao Ye (The University of Texas at Austin) · Chengyue Gong (Peking University) · ZhanXing Zhu (Peking University) · Qiang Liu (UT Austin)

參與論文：

《ConvBERT: Improving BERT with Span-based Dynamic Convolution》

Zi-Hang Jiang (National University of Singapore) · Weihao Yu (National University of Singapore) · Daquan Zhou (National University of Singapore) · Yunpeng Chen (Yitu Technology) · Jiashi Feng (National University of Singapore) · Shuicheng Yan (National University of Singapore)

參與論文：

《Scalable Graph Neural Networks via Bidirectional Propagation》

Ming Chen (Renmin University of China) · Zhewei Wei (Renmin University of China) · Bolin Ding ("Data Analytics and Intelligence Lab, Alibaba Group") · Yaliang Li (Alibaba Group) · Ye Yuan ( Beijing Institute of Technology) · Xiaoyong Du (Renmin University of China) · Ji-Rong Wen (Renmin University of China)

參與論文：

《Towards Interpretable Natural Language Understanding with Explanations as Latent Variables》

Wangchunshu Zhou (Beihang University) · Jinyi Hu (Tsinghua University) · Hanlin Zhang (South China University of Technology) · Xiaodan Liang (Sun Yat-sen University) · Maosong Sun (Tsinghua University) · Chenyan Xiong (Microsoft Research AI) · Jian Tang (Mila)

參與論文：

《Group Contextual Encoding for 3D Point Clouds》

Xu Liu (The University of Tokyo) · Chengtao Li (MIT) · Jian Wang (Carnegie Mellon University) · Jingbo Wang (Peking University) · BoXin Shi (Peking University) · Xiaodong He (JD AI research)

參與論文：

《ISTA-NAS: Efficient and Consistent Neural Architecture Search by Sparse Coding》

Yibo Yang (Peking University) · Hongyang Li (Peking University) · Shan You (SenseTime) · Fei Wang (SenseTime) · Chen Qian (SenseTime) · Zhouchen Lin (Peking University)

參與論文：

《Restoring Negative Information in Few-Shot Object Detection》

Yukuan Yang (Tsinghua University) · Fangyun Wei (Microsoft Research Asia) · Miaojing Shi (King's College London) · Guoqi Li (Tsinghua University)

參與論文：

《UnModNet: Learning to Unwrap a Modulo Image for High Dynamic Range Imaging》

Chu Zhou (Peking University) · Hang Zhao (MIT) · Jin Han (Peking University) · Chang Xu (University of Sydney) · Chao Xu (Peking University) · Tiejun Huang (Peking University) · BoXin Shi (Peking University)

參與論文：

《Glance and Focus: a Dynamic Approach to Reducing Spatial Redundancy in Image Classification》

Yulin Wang (Tsinghua University) · Kangchen Lv (Tsinghua University) · Rui Huang (Tsinghua University) · Shiji Song (Department of Automation, Tsinghua University) · Le Yang (Tsinghua University) · Gao Huang (Tsinghua)

參與論文：

《SAC: Accelerating and Structuring Self-Attention via Sparse Adaptive Connection》

Xiaoya Li (Shannon.AI) · YuXian Meng (Shannon.AI) · MingXin Zhou (Shannon.AI) · Qinghong Han (Shannon.AI) · Fei Wu (Zhejiang University) · Jiwei Li (Shannon.AI)

參與論文：

《Prophet Attention: Predicting Attention with Future Attention for Improved Image Captioning》

Fenglin Liu (Peking University) · Xuancheng Ren (Peking University) · Xian Wu (Tencent Medical AI Lab) · Shen Ge (Tencent Medical AI Lab) · Wei Fan (Tencent) · YueXian Zou (Peking University) · Xu Sun (Peking University)

參與論文：

《Rethinking Learnable Tree Filter for Generic Feature Transform》

Lin Song (Xi'an Jiaotong University) · Yanwei Li (The Chinese University of Hong Kong) · Zhengkai Jiang (Institute of Automation，Chinese Academy of Sciences) · Zeming Li (Megvii(Face++) Inc) · Xiangyu Zhang (MEGVII Technology) · Hongbin Sun (Xi'an Jiaotong University) · Jian Sun (Megvii, Face++) · Nanning Zheng (Xi'an Jiaotong University)

據(jù)統(tǒng)計(jì)，本次NeurIPS 2020論文全球接收量排名前十的機(jī)構(gòu)依次為：

1. 谷歌：169篇 ? ?
2. 斯坦福大學(xué)：104篇
3. 麻省理工大學(xué)：98篇 ? ?
4. 微軟：93篇 ? ?
5. 加州伯克利分校：90篇
6. 卡納基梅隆大學(xué)：61篇
7. 清華大學(xué)：63篇
8. 普林斯頓大學(xué)：83篇
9. 牛津大學(xué)：56篇
10. Facebook：52篇

其中，清華大學(xué)收文63篇，居國內(nèi)機(jī)構(gòu)第一。其余國內(nèi)榜高位機(jī)構(gòu)還包括北京大學(xué)、香港大學(xué)、上海交通大學(xué)等高校，以及騰訊、阿里巴巴、華為等企業(yè)。此次智源研究院被接收論文達(dá)35篇，國內(nèi)排名第三：

完整列表詳見：

https://neurips.cc/Conferences/2020/AcceptedPapersInitial