| 2021 | Graph Neural Networks for Modeling Causality in International Trade. | Anderson Monken, Flora Haberkorn, Munisamy Gopinath, Laura J. Freeman, Feras A. Batarseh |
| 2021 | On the Behaviour of Weighted Permutation Entropy on Fractional Brownian Motion in the Univariate and Multivariate Setting. | Marisa Mohr, Florian Wilhelm, Ralf Mller |
| 2021 | Feature Classification for Control System Devices. | M. Rayhan Ahmed Mithu, Mike Rogers, Denis A. Ulybyshev, Rajesh Manicavasagam, Rima Asmar Awad |
| 2021 | Complementary Document Representations for Information Retrieval. | Sylvia Melzer |
| 2021 | A General Framework for Domain-Specialization of Stance Detection A Covid-19 Response Use Case. | Brodie Mather, Bonnie J. Dorr, Owen Rambow, Tomek Strzalkowski |
| 2021 | Backtracking Restarts for Deep Reinforcement Learning. | Zaid Marji, John Licato |
| 2021 | From Tax Compliance in Natural Language to Executable Calculations: Combining Lexical-grammar-based Parsing and Machine Learning. | Esm Manandise, Conrad de Peuter, Saikat Mukherjee |
| 2021 | Improving Similarity-Based Retrieval Efficiency by Using Graphic Processing Units in Case-Based Reasoning. | Lukas Malburg, Maximilian Hoffmann, Simon Trumm, Ralph Bergmann |
| 2021 | Exploring Monte Carlo Negotiation Search with Nontrivial Agreements. | Elijah Malaby, John Licato |
| 2021 | Robust Predictive Maintenance for Robotics via Unsupervised Transfer Learning. | Arash Golibagh Mahyari, Thomas Locher |
| 2021 | Evaluation of Unsupervised Entity and Event Salience Estimation. | Jiaying Lu, Jinho D. Choi |
| 2021 | Exploring BERT for Aspect Extraction in Portuguese Language. | merson Lopes, Ulisses Brisolara Corra, Larissa A. de Freitas |
| 2021 | A Deep Learning and Transfer Learning Approach for Vehicle Damage Detection. | Lin Li, Koshin Ono, Chun-Kit Ngan |
| 2021 | Multilingual Automatic Term Extraction in Low-Resource Domains. | Ngoc Tan Le, Fatiha Sadat |
| 2021 | Modeling Age of Acquisition Norms Using Transformer Networks. | Antonio Laverghetta Jr., John Licato |
| 2021 | MeDML: Med-Dynamic Meta Learning - A multi-layered representation to identify provider fraud in healthcare. | Nitish Kumar, Deepak Chaurasiya, Alok Singh, Siddhartha Asthana, Kushagra Agarwal, Ankur Arora |
| 2021 | Cross-Device Identity Resolution using Machine Learning: A Scalable Device Graph Approach. | Manasa Priya Koduri, Pei Xuan Lim, Zhen Li, Sandeep Kumar, Muhammad Aamir Saleem, Roger Moy |
| 2021 | Learning Sub-Character level representation for Korean Named Entity Recognition. | Yejin Kim, Yekyung Kim |
| 2021 | Towards Improving Open Student Answer Assessment using Pretrained Transformers. | Nisrine Ait Khayi, Vasile Rus, Lasang Jimba Tamang |
| 2021 | The Semantics and Collocations Relation in Food Reviews. | Fazel Keshtkar, Ledong Shi, Syed Ahmad Chan Bukhari |
| 2021 | Thinking Fast and Slow: A CBR Perspective. | Srashti Kaurav, Devi Ganesan, Deepak P, Sutanu Chakraborti |
| 2021 | Mask Recognition with Computer Vision in the Age of a Pandemic. | Daniel Jones, Christoforos Christoforou |
| 2021 | Tracing Topic Transitions with Temporal Graph Clusters. | Xiaonan Jing, Qingyuan Hu, Yi Zhang, Julia Taylor Rayz |
| 2021 | Generating preferred plans with ethical features. | Martin Jedwabny, Pierre Bisquert, Madalina Croitoru |
| 2021 | An Order-Independent Algorithm for Learning Chain Graphs. | Mohammad Ali Javidian, Marco Valtorta, Pooyan Jamshidi |