Deep Learning

Why Adversarial Interaction Creates Non-Homogeneous Patterns: A Pseudo-Reaction-Diffusion Model for Turing Instability AAAI 2021 Why Approximate Matrix Square Root Outperforms Accurate SVD in Global Covariance Pooling? ICCV 2021 Why Are Convolutional Nets More Sample-Efficient than Fully-Connected Nets? ICLR 2021 Why Do Attributes Propagate in Graph Convolutional Neural Networks? AAAI 2021 Why Do Pretrained Language Models Help in Downstream Tasks? An Analysis of Head and Prompt Tuning NeurIPS 2021 Why Lottery Ticket Wins? A Theoretical Perspective of Sample Complexity on Sparse Neural Networks NeurIPS 2021 Why resampling outperforms reweighting for correcting sampling bias with stochastic gradients ICLR 2021 Why Spectral Normalization Stabilizes GANs: Analysis and Improvements NeurIPS 2021 Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation NeurIPS 2021 WikiGraphs: A Wikipedia Text - Knowledge Graph Paired Dataset NAACL 2021 WikiMatrix: Mining 135M Parallel Sentences in 1620 Language Pairs from Wikipedia EACL 2021 WikiNEuRal: Combined Neural and Knowledge-based Silver Data Creation for Multilingual NER EMNLP 2021 WildfireNet: Predicting Wildfire Profiles (Student Abstract) AAAI 2021 Window Loss for Bone Fracture Detection and Localization in X-ray Images with Point-based Annotation AAAI 2021 Wine is not v i n. On the Compatibility of Tokenizations across Languages EMNLP 2021 Winning Lottery Tickets in Deep Generative Models AAAI 2021 Winnowing Knowledge for Multi-choice Question Answering EMNLP 2021 With a Little Help From My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations ICCV 2021 WLV-RIT at SemEval-2021 Task 5: A Neural Transformer Framework for Detecting Toxic Spans SemEval 2021 WOAD: Weakly Supervised Online Action Detection in Untrimmed Videos CVPR 2021 Word2Fun: Modelling Words as Functions for Diachronic Word Representation NeurIPS 2021 Word Embeddings, Cosine Similarity and Deep Learning for Identification of Professions & Occupations in Health-related Social Media NAACL 2021 Word Reordering for Zero-shot Cross-lingual Structured Prediction EMNLP 2021 WrapNet: Neural Net Inference with Ultra-Low-Precision Arithmetic ICLR 2021 Write-a-speaker: Text-based Emotional and Rhythmic Talking-head Generation AAAI 2021