label efficiency

Heuristic-inspired Reasoning Priors Facilitate Data-Efficient Referring Object Detection CVPR 2026 Portable Active Learning for Object Detection CVPR 2026 Benchmarking Debiasing Methods for LLM-based Parameter Estimates EMNLP 2025 Heavy Labels Out! Dataset Distillation with Label Space Lightening ICCV 2025 Limits to scalable evaluation at the frontier: LLM as judge won’t beat twice the data ICLR 2025 MythTriage: Scalable Detection of Opioid Use Disorder Myths on a Video-Sharing Platform EMNLP 2025 An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models ACL 2024 Class Balancing for Efficient Active Learning in Imbalanced Datasets EACL 2024 Contextual Active Model Selection NeurIPS 2024 Actively Testing Your Model While It Learns: Realizing Label-Efficient Learning in Practice NeurIPS 2023 Adaptive Selective Sampling for Online Prediction with Experts NeurIPS 2023 Entity Disambiguation on a Tight Labeling Budget EMNLP 2023 LanSER: Language-Model Supported Speech Emotion Recognition Interspeech 2023 Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient Representations ICLR 2023 Local or Global: Selective Knowledge Assimilation for Federated Learning with Limited Labels ICCV 2023 MCAL: Minimum Cost Human-Machine Active Labeling ICLR 2023 Reducing Annotation Effort by Identifying and Labeling Contextually Diverse Classes for Semantic Segmentation Under Domain Shift WACV 2023 Re-Thinking Federated Active Learning Based on Inter-Class Diversity CVPR 2023 The Trade-off between Universality and Label Efficiency of Representations from Contrastive Learning ICLR 2023 Unsupervised Active Learning: Optimizing Labeling Cost-Effectiveness for Automatic Speech Recognition Interspeech 2023 A label efficient two-sample test UAI 2022 Metric-Fair Active Learning ICML 2022 Not All Labels Are Equal: Rationalizing the Labeling Costs for Training Object Detection CVPR 2022 A Comparative Survey: Benchmarking for Pool-based Active Learning IJCAI 2021 Bayesian Active Learning by Soft Mean Objective Cost of Uncertainty AISTATS 2021