Deep Learning

Interpretations are Useful: Penalizing Explanations to Align Neural Networks with Prior Knowledge ICML 2020 Invariant Representations through Adversarial Forgetting AAAI 2020 InvNet: Encoding Geometric and Statistical Invariances in Deep Generative Models AAAI 2020 Is Local SGD Better than Minibatch SGD? ICML 2020 Iterative Channel Estimation for Discrete Denoising under Channel Uncertainty UAI 2020 Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values AAAI 2020 Knowing Right from Wrong: Should We Use More Complex Models for Automatic Short-Answer Scoring in Bahasa Indonesia? EMNLP 2020 Knowledge-Based Regularization in Generative Modeling IJCAI 2020 Label Distribution for Learning with Noisy Labels IJCAI 2020 Language Generation via Combinatorial Constraint Satisfaction: A Tree Search Enhanced Monte-Carlo Approach EMNLP 2020 Learning From Noisy Anchors for One-Stage Object Detection CVPR 2020 Learning Robust Models for e-Commerce Product Search ACL 2020 Local Regularizer Improves Generalization AAAI 2020 May I Ask Who’s Calling? Named Entity Recognition on Call Center Transcripts for Privacy Law Compliance EMNLP 2020 Measuring and Relieving the Over-Smoothing Problem for Graph Neural Networks from the Topological View AAAI 2020 MIPaaL: Mixed Integer Program as a Layer AAAI 2020 Mix-n-Match : Ensemble and Compositional Methods for Uncertainty Calibration in Deep Learning ICML 2020 Modeling Electrical Motor Dynamics Using Encoder-Decoder with Recurrent Skip Connection AAAI 2020 Modeling Word Formation in English–German Neural Machine Translation ACL 2020 Multi-class Novelty Detection Using Mix-up Technique WACV 2020 Multi-Stream Attention-Based BLSTM with Feature Segmentation for Speech Emotion Recognition Interspeech 2020 Mutual exclusivity as a challenge for deep neural networks NeurIPS 2020 Neural Machine Translation for Extremely Low-Resource African Languages: A Case Study on Bambara AACL 2020 New Efficient Multi-Spike Learning for Fast Processing and Robust Learning AAAI 2020 New Interpretations of Normalization Methods in Deep Learning AAAI 2020