Representation Learning

The Connection Between Approximation, Depth Separation and Learnability in Neural Networks COLT 2021 The Curse of Dense Low-Dimensional Information Retrieval for Large Index Sizes ACL 2021 The functional specialization of visual cortex emerges from training parallel pathways with self-supervised predictive learning NeurIPS 2021 The Future is not One-dimensional: Complex Event Schema Induction by Graph Modeling for Event Prediction EMNLP 2021 The Impact of Positional Encodings on Multilingual Compression EMNLP 2021 The Influence of Parallel Processing on Illusory Vowels Interspeech 2021 The Interplay of Task Success and Dialogue Quality: An in-depth Evaluation in Task-Oriented Visual Dialogues EACL 2021 The Intrinsic Dimension of Images and Its Impact on Learning ICLR 2021 The Low-Dimensional Linear Geometry of Contextualized Word Representations CoNLL 2021 The More Detail, the Better? – Investigating the Effects of Semantic Ontology Specificity on Vector Semantic Classification with a Plains Cree / nêhiyawêwin Dictionary NAACL 2021 The Power of the Weisfeiler-Leman Algorithm for Machine Learning with Graphs IJCAI 2021 The role of Disentanglement in Generalisation ICLR 2021 The Stem Cell Hypothesis: Dilemma behind Multi-Task Learning with Transformer Encoders EMNLP 2021 The Teaching Dimension of Kernel Perceptron AISTATS 2021 The Traveling Observer Model: Multi-task Learning Through Spatial Variable Embeddings ICLR 2021 The UMD Submission to the Explainable MT Quality Estimation Shared Task: Combining Explanation Models with Sequence Labeling EMNLP 2021 The Value-Improvement Path: Towards Better Representations for Reinforcement Learning AAAI 2021 The Zero Resource Speech Challenge 2021: Spoken Language Modelling Interspeech 2021 Think Before You Speak: Learning to Generate Implicit Knowledge for Response Generation by Self-Talk EMNLP 2021 This Face Does Not Exist... But It Might Be Yours! Identity Leakage in Generative Models WACV 2021 Three-part diachronic semantic change dataset for Russian ACL 2021 Time-Aware Multi-Scale RNNs for Time Series Modeling IJCAI 2021 Time-Frequency Representation Learning with Graph Convolutional Network for Dialogue-Level Speech Emotion Recognition Interspeech 2021 Timeline Summarization based on Event Graph Compression via Time-Aware Optimal Transport EMNLP 2021 TIMERS: Document-level Temporal Relation Extraction ACL 2021