| 2021 | Actionable Insights in Urban Multivariate Time-series. | Anika Tabassum, Supriya Chinthavali, Varisara Tansakul, B. Aditya Prakash |
| 2021 | TrUMAn: Trope Understanding in Movies and Animations. | Hung-Ting Su, Po-Wei Shen, Bing-Chen Tsai, Wen-Feng Cheng, Ke-Jyun Wang, Winston H. Hsu |
| 2021 | PeriodicMove: Shift-aware Human Mobility Recovery with Graph Neural Network. | Hao Sun, Changjie Yang, Liwei Deng, Fan Zhou, Feiteng Huang, Kai Zheng |
| 2021 | K-AID: Enhancing Pre-trained Language Models with Domain Knowledge for Question Answering. | Fu Sun, Feng-Lin Li, Ruize Wang, Qianglong Chen, Xingyi Cheng, Ji Zhang |
| 2021 | GEDIT: Geographic-Enhanced and Dependency-Guided Tagging for Joint POI and Accessibility Extraction at Baidu Maps. | Yibo Sun, Jizhou Huang, Chunyuan Yuan, Miao Fan, Haifeng Wang, Ming Liu, Bing Qin |
| 2021 | Budget-constrained Truss Maximization over Large Graphs: A Component-based Approach. | Xin Sun, Xin Huang, Zitan Sun, Di Jin |
| 2021 | DESYR: Definition and Syntactic Representation Based Claim Detection on the Web. | Megha Sundriyal, Parantak Singh, Md. Shad Akhtar, Shubhashis Sengupta, Tanmoy Chakraborty |
| 2021 | Syntactic Knowledge-Infused Transformer and BERT Models. | Dhanasekar Sundararaman, Vivek Subramanian, Guoyin Wang, Shijing Si, Dinghan Shen, Dong Wang, Lawrence Carin |
| 2021 | Mixture Proportion Estimation in Weakly Supervised Learning. | Masashi Sugiyama |
| 2021 | AGCNT: Adaptive Graph Convolutional Network for Transformer-based Long Sequence Time-Series Forecasting. | Hongyang Su, Xiaolong Wang, Yang Qin |
| 2021 | Location-Aware Named Entity Disambiguation. | Maithrreye Srinivasan, Davood Rafiei |
| 2021 | Self-Supervised Learning based on Sentiment Analysis with Word Weight Calculation. | Dongcheol Son, Youngjoong Ko |
| 2021 | Semi-supervised Multi-label Learning for Graph-structured Data. | Zixing Song, Ziqiao Meng, Yifei Zhang, Irwin King |
| 2021 | Metric Sentiment Learning for Label Representation. | Chengyu Song, Fei Cai, Jianming Zheng, Wanyu Chen, Zhiqiang Pan |
| 2021 | CBML: A Cluster-based Meta-learning Model for Session-based Recommendation. | Jiayu Song, Jiajie Xu, Rui Zhou, Lu Chen, Jianxin Li, Chengfei Liu |
| 2021 | librec-auto: A Tool for Recommender Systems Experimentation. | Nasim Sonboli, Masoud Mansoury, Ziyue Guo, Shreyas Kadekodi, Weiwen Liu, Zijun Liu, Andrew Schwartz, Robin Burke |
| 2021 | SciClops: Detecting and Contextualizing Scientific Claims for Assisting Manual Fact-Checking. | Panayiotis Smeros, Carlos Castillo, Karl Aberer |
| 2021 | Videolytics: System for Data Analytics of Video Streams. | Toms Skopal, Dominika Duriskov, Petr Pechman, Marek Dobransk, Vladislav Khachaturian |
| 2021 | Predicting Success of a Persuasion through Joint Modeling of Utterance Categorization. | Manjira Sinha, Tirthankar Dasgupta |
| 2021 | Determining Subjective Bias in Text through Linguistically Informed Transformer based Multi-Task Network. | Manjira Sinha, Tirthankar Dasgupta |
| 2021 | Speaker-Conditioned Hierarchical Modeling for Automated Speech Scoring. | Yaman Kumar Singla, Avyakt Gupta, Shaurya Bagga, Changyou Chen, Balaji Krishnamurthy, Rajiv Ratn Shah |
| 2021 | SGCL: Contrastive Representation Learning for Signed Graphs. | Lin Shu, Erxin Du, Yaomin Chang, Chuan Chen, Zibin Zheng, Xingxing Xing, Shaofeng Shen |
| 2021 | From Limited Annotated Raw Material Data to Quality Production Data: A Case Study in the Milk Industry. | Roee Shraga, Gil Katz, Yael Badian, Nitay Calderon, Avigdor Gal |
| 2021 | WG4Rec: Modeling Textual Content with Word Graph for News Recommendation. | Shaoyun Shi, Weizhi Ma, Zhen Wang, Min Zhang, Kun Fang, Jingfang Xu, Yiqun Liu, Shaoping Ma |
| 2021 | XPM: An Explainable Deep Reinforcement Learning Framework for Portfolio Management. | Si Shi, Jianjun Li, Guohui Li, Peng Pan, Ke Liu |