Representation Learning

Understanding Dimensional Collapse in Contrastive Self-supervised Learning ICLR 2022 Understanding Domain Learning in Language Models Through Subpopulation Analysis EMNLP 2022 Understanding Enthymemes in Deductive Argumentation Using Semantic Distance Measures AAAI 2022 Understanding Latent Correlation-Based Multiview Learning and Self-Supervision: An Identifiability Perspective ICLR 2022 Understanding the Evolution of Linear Regions in Deep Reinforcement Learning NeurIPS 2022 UniCLIP: Unified Framework for Contrastive Language-Image Pre-training NeurIPS 2022 Unified Contrastive Learning in Image-Text-Label Space CVPR 2022 Unified Fourier-based Kernel and Nonlinearity Design for Equivariant Networks on Homogeneous Spaces ICML 2022 Unified Semantic Typing with Meaningful Label Inference NAACL 2022 UniFormer: Unified Transformer for Efficient Spatial-Temporal Representation Learning ICLR 2022 Unifying Parsing and Tree-Structured Models for Generating Sentence Semantic Representations NAACL 2022 UniNL: Aligning Representation Learning with Scoring Function for OOD Detection via Unified Neighborhood Learning EMNLP 2022 UniRel: Unified Representation and Interaction for Joint Relational Triple Extraction EMNLP 2022 UNIREX: A Unified Learning Framework for Language Model Rationale Extraction ACL 2022 UniTranSeR: A Unified Transformer Semantic Representation Framework for Multimodal Task-Oriented Dialog System ACL 2022 Universal Approximation of Functions on Sets JMLR 2022 Universality of Winning Tickets: A Renormalization Group Perspective ICML 2022 Universal Joint Approximation of Manifolds and Densities by Simple Injective Flows ICML 2022 UniVIP: A Unified Framework for Self-Supervised Visual Pre-Training CVPR 2022 UniXcoder: Unified Cross-Modal Pre-training for Code Representation ACL 2022 Unseen Classes at a Later Time? No Problem CVPR 2022 Unsupervised Abstractive Dialogue Summarization with Word Graphs and POV Conversion ACL 2022 Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering CVPR 2022 Unsupervised Adversarially Robust Representation Learning on Graphs AAAI 2022 Unsupervised Detection of Contextualized Embedding Bias with Application to Ideology ICML 2022