| 2019 | Deep Recurrent Policy Networks for Planning Under Partial Observability. | Zixuan Chen, Zongzhang Zhang |
| 2019 | Learning to Predict Charges for Judgment with Legal Graph. | Si Chen, Pengfei Wang, Wei Fang, Xingchen Deng, Feng Zhang |
| 2019 | Hybrid Attention Driven Text-to-Image Synthesis via Generative Adversarial Networks. | Qingrong Cheng, Xiaodong Gu |
| 2019 | Fast Approximate Geodesics for Deep Generative Models. | Nutan Chen, Francesco Ferroni, Alexej Klushyn, Alexandros Paraschos, Justin Bayer, Patrick van der Smagt |
| 2019 | DeepEX: Bridging the Gap Between Knowledge and Data Driven Techniques for Time Series Forecasting. | Muhammad Ali Chattha, Shoaib Ahmed Siddiqui, Mohsin Munir, Muhammad Imran Malik, Ludger van Elst, Andreas Dengel, Sheraz Ahmed |
| 2019 | The Same Size Dilated Attention Network for Keypoint Detection. | Yuan Chang, Zixuan Huang, Qiwei Shen |
| 2019 | Filter Method Ensemble with Neural Networks. | Anuran Chakraborty, Rajonya De, Agneet Chatterjee, Friedhelm Schwenker, Ram Sarkar |
| 2019 | Adaptive- L_2 L 2 Batch Neural Gas. | Nicomedes L. Cavalcanti, Marcelo Rodrigo Portela Ferreira, Francisco de Assis Tenrio de Carvalho |
| 2019 | Prediction of the Next Sensor Event and Its Time of Occurrence in Smart Homes. | Flvia Dias Casagrande, Jim Trresen, Evi Zouganeli |
| 2019 | Unsharp Masking Layer: Injecting Prior Knowledge in Convolutional Networks for Image Classification. | Jose Carranza-Rojas, Sal Caldern Ramrez, Adn Mora-Fallas, Michael Granados-Menani, Jordina Torrents-Barrena |
| 2019 | Heterogeneous Information Network Embedding with Meta-path Based Graph Attention Networks. | Meng Cao, Xiying Ma, Ming Xu, Chongjun Wang |
| 2019 | Robust Optimal-Size Implementation of Finite State Automata with Synfire Ring-Based Neural Networks. | Jrmie Cabessa, Jir Sma |
| 2019 | Inferring Event-Predictive Goal-Directed Object Manipulations in REPRISE. | Martin V. Butz, Tobias Menge, Dania Humaidan, Sebastian Otte |
| 2019 | CancelOut: A Layer for Feature Selection in Deep Neural Networks. | Vadim Borisov, Johannes Haug, Gjergji Kasneci |
| 2019 | COCO_TS Dataset: Pixel-Level Annotations Based on Weak Supervision for Scene Text Segmentation. | Simone Bonechi, Paolo Andreini, Monica Bianchini, Franco Scarselli |
| 2019 | Non-convergence and Limit Cycles in the Adam Optimizer. | Sebastian Bock, Martin Georg Wei |
| 2019 | Singular Value Decomposition and Neural Networks. | Bernhard Bermeitinger, Tomas Hrycej, Siegfried Handschuh |
| 2019 | Dynamically Sacrificing Accuracy for Reduced Computation: Cascaded Inference Based on Softmax Confidence. | Konstantin Berestizshevsky, Guy Even |
| 2019 | Sign Based Derivative Filtering for Stochastic Gradient Descent. | Konstantin Berestizshevsky, Guy Even |
| 2019 | Collaborative Non-negative Matrix Factorization. | Kaoutar Benlamine, Nistor Grozavu, Youns Bennani, Basarab Matei |
| 2019 | Prototypes Within Minimum Enclosing Balls. | Christian Bauckhage, Rafet Sifa, Tiansi Dong |
| 2019 | Collaborative Attention Network with Word and N-Gram Sequences Modeling for Sentiment Classification. | Junwei Bao, Liang Zhang, Bo Han |
| 2019 | Hypernetwork Knowledge Graph Embeddings. | Ivana Balazevic, Carl Allen, Timothy M. Hospedales |
| 2019 | Linear Memory Networks. | Davide Bacciu, Antonio Carta, Alessandro Sperduti |
| 2019 | A Reinforcement Learning Approach for Sequential Spatial Transformer Networks. | Fatemeh Azimi, Federico Raue, Jrn Hees, Andreas Dengel |