Representation Learning

Auxiliary Loss Function for Target Speech Extraction and Recognition with Weak Supervision Based on Speaker Characteristics Interspeech 2021 AUXILIARY TASK UPDATE DECOMPOSITION: THE GOOD, THE BAD AND THE NEUTRAL ICLR 2021 A Variational Information Bottleneck Approach to Multi-Omics Data Integration AISTATS 2021 Avoiding Kernel Fixed Points: Computing with ELU and GELU Infinite Networks AAAI 2021 BabyBERTa: Learning More Grammar With Small-Scale Child-Directed Language CoNLL 2021 Balanced Chamfer Distance as a Comprehensive Metric for Point Cloud Completion NeurIPS 2021 Banach Space Representer Theorems for Neural Networks and Ridge Splines JMLR 2021 Barlow Twins: Self-Supervised Learning via Redundancy Reduction ICML 2021 BART-TL: Weakly-Supervised Topic Label Generation EACL 2021 BasisDeVAE: Interpretable Simultaneous Dimensionality Reduction and Feature-Level Clustering with Derivative-Based Variational Autoencoders ICML 2021 Batch Normalization Orthogonalizes Representations in Deep Random Networks NeurIPS 2021 Bayesian Latent Factor Model for Higher-order Data ACML 2021 Benchmarking Representation Learning for Natural World Image Collections CVPR 2021 Benchmarks, Algorithms, and Metrics for Hierarchical Disentanglement ICML 2021 BERT4GCN: Using BERT Intermediate Layers to Augment GCN for Aspect-based Sentiment Classification EMNLP 2021 BERTAC: Enhancing Transformer-based Language Models with Adversarially Pretrained Convolutional Neural Networks ACL 2021 BERT Cannot Align Characters EMNLP 2021 BERT Goes Shopping: Comparing Distributional Models for Product Representations ACL 2021 Beyond Laurel/Yanny: An Autoencoder-Enabled Search for Polyperceivable Audio ACL 2021 Beyond Low-frequency Information in Graph Convolutional Networks AAAI 2021 Beyond Paragraphs: NLP for Long Sequences NAACL 2021 Beyond Smoothness: Incorporating Low-Rank Analysis into Nonparametric Density Estimation NeurIPS 2021 Beyond the Signs: Nonparametric Tensor Completion via Sign Series NeurIPS 2021 Bi-Directional Joint Neural Networks for Intent Classification and Slot Filling Interspeech 2021 Bidirectional Multiscale Feature Aggregation for Speaker Verification Interspeech 2021