Metric Learning

Speech Sequence Embeddings using Nearest Neighbors Contrastive Learning Interspeech 2022 SphereFace2: Binary Classification is All You Need for Deep Face Recognition ICLR 2022 Spherization Layer: Representation Using Only Angles NeurIPS 2022 Stochastic Contextual Dueling Bandits under Linear Stochastic Transitivity Models ICML 2022 Structuring Representations Using Group Invariants NeurIPS 2022 Sublinear Time Approximation of Text Similarity Matrices AAAI 2022 sunny-as2: Enhancing SUNNY for Algorithm Selection (Extended Abstract) IJCAI 2022 TA2N: Two-Stage Action Alignment Network for Few-Shot Action Recognition AAAI 2022 TAM: Topology-Aware Margin Loss for Class-Imbalanced Node Classification ICML 2022 Target Confusion in End-to-end Speaker Extraction: Analysis and Approaches Interspeech 2022 Template based Graph Neural Network with Optimal Transport Distances NeurIPS 2022 Temporal Alignment Prediction for Supervised Representation Learning and Few-Shot Sequence Classification ICLR 2022 Text-Adaptive Multiple Visual Prototype Matching for Video-Text Retrieval NeurIPS 2022 The Curse Revisited: When are Distances Informative for the Ground Truth in Noisy High-Dimensional Data? AISTATS 2022 The Minority Matters: A Diversity-Promoting Collaborative Metric Learning Algorithm NeurIPS 2022 Toward Faithful Case-based Reasoning through Learning Prototypes in a Nearest Neighbor-friendly Space. ICLR 2022 Towards Automatic Short Answer Assessment for Finnish as a Paraphrase Retrieval Task NAACL 2022 Towards Better Characterization of Paraphrases ACL 2022 Towards Structure-aware Paraphrase Identification with Phrase Alignment Using Sentence Encoders COLING 2022 Transferability Estimation Using Bhattacharyya Class Separability CVPR 2022 Transport-Oriented Feature Aggregation for Speaker Embedding Learning Interspeech 2022 Tree Mover's Distance: Bridging Graph Metrics and Stability of Graph Neural Networks NeurIPS 2022 TUB at WANLP22 Shared Task: Using Semantic Similarity for Propaganda Detection in Arabic EMNLP 2022 Two-Sample Test with Kernel Projected Wasserstein Distance AISTATS 2022 UGent-T2K at the 2nd DialDoc Shared Task: A Retrieval-Focused Dialog System Grounded in Multiple Documents ACL 2022