exemplar selection

Learning from Imperfect Data: Incremental Learning and Few-shot Learning AAAI 2026 COM-BOM: Bayesian Exemplar Search for Efficiently Exploring the Accuracy-Calibration Pareto Frontier EMNLP 2025 CountSE: Soft Exemplar Open-set Object Counting ICCV 2025 Improving Large Language Model Planning with Action Sequence Similarity ICLR 2025 Sample Efficient Demonstration Selection for In-Context Learning ICML 2025 STARE at the Structure: Steering ICL Exemplar Selection with Structural Alignment EMNLP 2025 Unraveling the Mechanics of Learning-Based Demonstration Selection for In-Context Learning ACL 2025 CodeChain: Towards Modular Code Generation Through Chain of Self-revisions with Representative Sub-modules ICLR 2024 DQ-LoRe: Dual Queries with Low Rank Approximation Re-ranking for In-Context Learning ICLR 2024 Enhancing Chain-of-Thoughts Prompting with Iterative Bootstrapping in Large Language Models NAACL 2024 EXPLORA: Efficient Exemplar Subset Selection for Complex Reasoning EMNLP 2024 Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue System ACL 2024 Prompt Optimization with EASE? Efficient Ordering-aware Automated Selection of Exemplars NeurIPS 2024 SSP: Self-Supervised Prompting for Cross-Lingual Transfer to Low-Resource Languages using Large Language Models EMNLP 2024 Synergizing In-context Learning with Hints for End-to-end Task-oriented Dialog Systems EMNLP 2024 A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning ICLR 2023 Complementary Explanations for Effective In-Context Learning ACL 2023 Measuring Pointwise 𝒱-Usable Information In-Context-ly EMNLP 2023 SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQA EMNLP 2023 Zero-Shot Object Counting CVPR 2023 An Exemplar Selection Algorithm for Native-Nonnative Voice Conversion Interspeech 2021 Mnemonics Training: Multi-Class Incremental Learning Without Forgetting CVPR 2020 Finding Exemplars from Pairwise Dissimilarities via Simultaneous Sparse Recovery NeurIPS 2012