Representation Learning

Look Back and Forth: Video Super-Resolution With Explicit Temporal Difference Modeling CVPR 2022 Lost in Latent Space: Examining failures of disentangled models at combinatorial generalisation NeurIPS 2022 Lottery Tickets on a Data Diet: Finding Initializations with Sparse Trainable Networks NeurIPS 2022 MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields NeurIPS 2022 Make an Omelette with Breaking Eggs: Zero-Shot Learning for Novel Attribute Synthesis NeurIPS 2022 Masked Autoencoders As Spatiotemporal Learners NeurIPS 2022 Matryoshka Representation Learning NeurIPS 2022 Max-Margin Contrastive Learning AAAI 2022 Measuring and Reducing Model Update Regression in Structured Prediction for NLP NeurIPS 2022 Measuring Context-Word Biases in Lexical Semantic Datasets EMNLP 2022 Measuring Representational Robustness of Neural Networks Through Shared Invariances ICML 2022 MEKER: Memory Efficient Knowledge Embedding Representation for Link Prediction and Question Answering ACL 2022 Memory-Augmented Non-Local Attention for Video Super-Resolution CVPR 2022 Memory-Based Jitter: Improving Visual Recognition on Long-Tailed Data with Diversity in Memory AAAI 2022 Memory-Guided Semantic Learning Network for Temporal Sentence Grounding AAAI 2022 MetaNODE: Prototype Optimization as a Neural ODE for Few-Shot Learning AAAI 2022 MetricFormer: A Unified Perspective of Correlation Exploring in Similarity Learning NeurIPS 2022 MGNNI: Multiscale Graph Neural Networks with Implicit Layers NeurIPS 2022 Mind the Gap: Understanding the Modality Gap in Multi-modal Contrastive Representation Learning NeurIPS 2022 Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning EMNLP 2022 MMAN: Metapath Based Multi-Level Graph Attention Networks for Heterogeneous Network Embedding (Student Abstract) AAAI 2022 Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization ACL 2022 Models In a Spelling Bee: Language Models Implicitly Learn the Character Composition of Tokens NAACL 2022 MReD: A Meta-Review Dataset for Structure-Controllable Text Generation ACL 2022 MTLDesc: Looking Wider to Describe Better AAAI 2022