| 2022 | AFRNN: Stable RNN with Top Down Feedback and Antisymmetry. | Tim Schwabe, Tobias Glasmachers, Maribel Acosta |
| 2022 | Interpretable Representation Learning from Temporal Multi-view Data. | Lin Qiu, Vernon M. Chinchilli, Lin Lin |
| 2022 | Dynamic Forward and Backward Sparse Training (DFBST): Accelerated Deep Learning through Completely Sparse Training Schedule. | Tejas Pote, Muhammad Athar Ganaie, Atif Hassan, Swanand R. Khare |
| 2022 | On the Interpretability of Attention Networks. | Lakshmi Narayan Pandey, Rahul Vashisht, Harish G. Ramaswamy |
| 2022 | Example or Prototype? Learning Concept-Based Explanations in Time-Series. | Christoph Obermair, Alexander Fuchs, Franz Pernkopf, Lukas Felsberger, Andrea Apollonio, Daniel Wollmann |
| 2022 | One Gradient Frank-Wolfe for Decentralized Online Convex and Submodular Optimization. | Tuan-Anh Nguyen, Kim Thang Nguyen, Denis Trystram |
| 2022 | BINAS: Bilinear Interpretable Neural Architecture Search. | Niv Nayman, Yonathan Aflalo, Asaf Noy, Lihi Zelnik-Manor |
| 2022 | Robust computation of optimal transport by β-potential regularization. | Shintaro Nakamura, Han Bao, Masashi Sugiyama |
| 2022 | Hashing2Vec: Fast Embedding Generation for SARS-CoV-2 Spike Sequence Classification. | Taslim Murad, Prakash Chourasia, Sarwan Ali, Murray Patterson |
| 2022 | Bootstrapping a high quality multilingual multimodal dataset for Bletchley. | Owais Khan Mohammed, Kriti Aggarwal, Qiang Liu, Saksham Singhal, Johan Bjorck, Subhojit Som |
| 2022 | Learning Disentangled Representation in Pruning for Real-Time UAV Tracking. | Siyu Ma, Yuting Liu, Dan Zeng, Yaxin Liao, Xiaoyu Xu, Shuiwang Li |
| 2022 | Asynchronous Personalized Federated Learning with Irregular Clients. | Zichen Ma, Yu Lu, Wenye Li, Shuguang Cui |
| 2022 | Efficient Deep Clustering of Human Activities and How to Improve Evaluation. | Louis Mahon, Thomas Lukasiewicz |
| 2022 | RoLNiP: Robust Learning Using Noisy Pairwise Comparisons. | Samartha S. Maheshwara, Naresh Manwani |
| 2022 | AS-IntroVAE: Adversarial Similarity Distance Makes Robust IntroVAE. | Changjie Lu, Shen Zheng, Zirui Wang, Omar Dib, Gaurav Gupta |
| 2022 | Multi-Scale Anomaly Detection for Time Series with Attention-based Recurrent Autoencoders. | Qingning Lu, Wenzhong Li, Chuanze Zhu, Yizhou Chen, Yinke Wang, Zhijie Zhang, Linshan Shen, Sanglu Lu |
| 2022 | Contrastive Inductive Bias Controlling Networks for Reinforcement Learning. | Dongxu Li, Shaochen Wang, Kang Chen, Bin Li |
| 2022 | FF-Net: An End-to-end Feature-Fusion Network for Double JPEG Detection and Localization. | Bo Liu, Ranglei Wu, Xiuli Bi, Bin Xiao |
| 2022 | Robust Direct Learning for Causal Data Fusion. | Xinyu Li, Yilin Li, Qing Cui, Longfei Li, Jun Zhou |
| 2022 | Probabilistic Adaptive Spatial-Temporal Regularized Correlation Filters for UAV Tracking. | Rui Li, Xiao Li |
| 2022 | Unsupervised Photo-to-Caricature Generation with Adaptive Select Layer-Instance Normalization and Semi-cycle Consistency. | Zhiwei Li, Weiling Cai, Cairun Wang |
| 2022 | Locally Differentially Private Reinforcement Learning for Linear Mixture Markov Decision Processes. | Chonghua Liao, Jiafan He, Quanquan Gu |
| 2022 | Deep Reinforcement Learning for High-Frequency Market Making. | Pankaj Kumar |
| 2022 | Embedding Adaptation Network with Transformer for Few-Shot Action Recognition. | Rongrong Jin, Xiao Wang, Guangge Wang, Yang Lu, Hai-Miao Hu, Hanzi Wang |
| 2022 | Learning Practical Communication Strategies in Cooperative Multi-Agent Reinforcement Learning. | Diyi Hu, Chi Zhang, Viktor K. Prasanna, Bhaskar Krishnamachari |