Metric Learning

TriSampler: A Better Negative Sampling Principle for Dense Retrieval AAAI 2024 Tübingen-CL at SemEval-2024 Task 1: Ensemble Learning for Semantic Relatedness Estimation SemEval 2024 UFineBench: Towards Text-based Person Retrieval with Ultra-fine Granularity CVPR 2024 Understanding Hyperbolic Metric Learning Through Hard Negative Sampling WACV 2024 Understanding the Role of the Projector in Knowledge Distillation AAAI 2024 Unifying Feature and Cost Aggregation with Transformers for Semantic and Visual Correspondence ICLR 2024 Unifying Multi-Modal Uncertainty Modeling and Semantic Alignment for Text-to-Image Person Re-identification AAAI 2024 Unsupervised Feature Learning with Emergent Data-Driven Prototypicality CVPR 2024 VERIFIED: A Video Corpus Moment Retrieval Benchmark for Fine-Grained Video Understanding NeurIPS 2024 Visual-Linguistic Dependency Encoding for Image-Text Retrieval COLING 2024 Which Side Are You On? A Multi-task Dataset for End-to-End Argument Summarisation and Evaluation ACL 2024 Who Evaluates the Evaluations? Objectively Scoring Text-to-Image Prompt Coherence Metrics with T2IScoreScore (TS2) NeurIPS 2024 Your contrastive learning problem is secretly a distribution alignment problem NeurIPS 2024 YSP at SemEval-2024 Task 1: Enhancing Sentence Relatedness Assessment using Siamese Networks SemEval 2024 2D-Shapley: A Framework for Fragmented Data Valuation ICML 2023 A Bag-of-Prototypes Representation for Dataset-Level Applications CVPR 2023 A Benchmark and Asymmetrical-Similarity Learning for Practical Image Copy Detection AAAI 2023 A Better Way to Do Masked Language Model Scoring ACL 2023 A Closer Look at k-Nearest Neighbors Grammatical Error Correction ACL 2023 Acquiring Frame Element Knowledge with Deep Metric Learning for Semantic Frame Induction ACL 2023 Active metric learning and classification using similarity queries UAI 2023 Ada$^2$NPT: An Adaptive Nearest Proxies Triplet Loss for Attribute-Aware Face Recognition with Adaptively Compacted Feature Learning ACML 2023 AdaMS: Deep Metric Learning with Adaptive Margin and Adaptive Scale for Acoustic Word Discrimination Interspeech 2023 Adaptation to Misspecified Kernel Regularity in Kernelised Bandits AISTATS 2023 Adaptive Clustering Using Kernel Density Estimators JMLR 2023