representation learning

A Subspace-Based Analysis of Structured and Unstructured Representations in Image-Text Retrieval EMNLP 2022 A Survey of Vision-Language Pre-Trained Models IJCAI 2022 A Tale of Color Variants: Representation and Self-Supervised Learning in Fashion E-commerce AAAI 2022 A Theoretical Analysis on Feature Learning in Neural Networks: Emergence from Inputs and Advantage over Fixed Features ICLR 2022 Augmentations in Hypergraph Contrastive Learning: Fabricated and Generative NeurIPS 2022 Augmenting Document Representations for Dense Retrieval with Interpolation and Perturbation ACL 2022 Autonomous Learning of Object-Centric Abstractions for High-Level Planning ICLR 2022 AutoST: Towards the Universal Modeling of Spatio-temporal Sequences NeurIPS 2022 Auto-Transfer: Learning to Route Transferable Representations ICLR 2022 Backdoor Attacks on Self-Supervised Learning CVPR 2022 Back to the Roots: Predicting the Source Domain of Metaphors using Contrastive Learning EMNLP 2022 Bag of Instances Aggregation Boosts Self-supervised Distillation ICLR 2022 Balanced Contrastive Learning for Long-Tailed Visual Recognition CVPR 2022 Balanced Multimodal Learning via On-the-Fly Gradient Modulation CVPR 2022 BARLE: Background-Aware Representation Learning for Background Shift Out-of-Distribution Detection EMNLP 2022 BatchFormer: Learning To Explore Sample Relationships for Robust Representation Learning CVPR 2022 Batch-Softmax Contrastive Loss for Pairwise Sentence Scoring Tasks NAACL 2022 B-Cos Networks: Alignment Is All We Need for Interpretability CVPR 2022 Benchmarking Compositionality with Formal Languages COLING 2022 Bending Graphs: Hierarchical Shape Matching Using Gated Optimal Transport CVPR 2022 Better Embedding and More Shots for Few-shot Learning IJCAI 2022 Beyond prompting: Making Pre-trained Language Models Better Zero-shot Learners by Clustering Representations EMNLP 2022 Beyond Separability: Analyzing the Linear Transferability of Contrastive Representations to Related Subpopulations NeurIPS 2022 Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning CVPR 2022 Bilingual alignment transfers to multilingual alignment for unsupervised parallel text mining ACL 2022