Representation Learning

The CLRS Algorithmic Reasoning Benchmark ICML 2022 The DEVIL Is in the Details: A Diagnostic Evaluation Benchmark for Video Inpainting CVPR 2022 The dynamics of representation learning in shallow, non-linear autoencoders ICML 2022 The Effect of Manifold Entanglement and Intrinsic Dimensionality on Learning AAAI 2022 The Geometry of Multilingual Language Model Representations EMNLP 2022 The Grammar-Learning Trajectories of Neural Language Models ACL 2022 The Gyro-Structure of Some Matrix Manifolds NeurIPS 2022 The HCCL System for the NIST SRE21 Interspeech 2022 The Implicit Values of a Good Hand Shake: Handheld Multi-Frame Neural Depth Refinement CVPR 2022 The Importance of Being Correlated: Implications of Dependence in Joint Spectral Inference across Multiple Networks JMLR 2022 The Magnitude and Phase based Speech Representation Learning using Autoencoder for Classifying Speech Emotions using Deep Canonical Correlation Analysis Interspeech 2022 The Mechanism of Prediction Head in Non-contrastive Self-supervised Learning NeurIPS 2022 The Neural Data Router: Adaptive Control Flow in Transformers Improves Systematic Generalization ICLR 2022 Theoretical Foundations of t-SNE for Visualizing High-Dimensional Clustered Data JMLR 2022 "The Pedestrian Next to the Lamppost" Adaptive Object Graphs for Better Instantaneous Mapping CVPR 2022 The Principle of Diversity: Training Stronger Vision Transformers Calls for Reducing All Levels of Redundancy CVPR 2022 The Psychology of Semantic Spaces: Experiments with Positive Emotion (Student Abstract) AAAI 2022 There Is No Standard Answer: Knowledge-Grounded Dialogue Generation with Adversarial Activated Multi-Reference Learning EMNLP 2022 The Secret of Metaphor on Expressing Stronger Emotion EMNLP 2022 The SIGMORPHON 2022 Shared Task on Morpheme Segmentation NAACL 2022 The Surprising Effectiveness of Representation Learning for Visual Imitation RSS 2022 The Tree Loss: Improving Generalization with Many Classes AISTATS 2022 The Undesirable Dependence on Frequency of Gender Bias Metrics Based on Word Embeddings EMNLP 2022 The (Undesired) Attenuation of Human Biases by Multilinguality EMNLP 2022 The Wanderings of Odysseus in 3D Scenes CVPR 2022