data scarcity

A Survey of Reinforcement Learning for Large Language Models under Data Scarcity: Challenges and Solutions ACL 2026 FailureAtlas: Mapping the Failure Landscape of T2I Models via Active Exploration CVPR 2026 RDFace: A Benchmark Dataset for Rare Disease Facial Image Analysis under Extreme Data Scarcity and Phenotype-Aware Synthetic Generation CVPR 2026 RSDA: Restoring Stale Data Affinity via Dynamic Renovation Strategy for Mitigating Data Scarcity ACL 2026 The African Languages Lab: A Collaborative Approach to Advancing Low-Resource African NLP ACL 2026 AndroidGen: Building an Android Language Agent under Data Scarcity ACL 2025 Automatic Speech Recognition for African Low-Resource Languages: Challenges and Future Directions ACL 2025 Balancing Imbalance: Data-Scarce Urban Flow Prediction via Spatio-Temporal Balanced Transfer Learning IJCAI 2025 Blend the Separated: Mixture of Synergistic Experts for Data-Scarcity Drug-Target Interaction Prediction AAAI 2025 Building A Proof-Oriented Programmer That Is 64% Better Than GPT-4o Under Data Scarcity ACL 2025 FedSum: Data-Efficient Federated Learning Under Data Scarcity Scenario for Text Summarization AAAI 2025 Machine Learning with Scarce Data: Ejection Fraction Prediction Using PLAX View MIDL 2025 Overcoming Data Scarcity in Multi-Dialectal Arabic ASR via Whisper Fine-Tuning Interspeech 2025 Rethinking Remaining Useful Life Prediction with Scarce Time Series Data: Regression Under Indirect Supervision IJCAI 2025 Dealing with Data Scarcity in Spoken Question Answering COLING 2024 Decoupling Breaks Data Barriers: A Decoupled Pre-training Framework for Multi-intent Spoken Language Understanding IJCAI 2024 Learning Cross-Architecture Instruction Embeddings for Binary Code Analysis in Low-Resource Architectures NAACL 2024 Principled Federated Domain Adaptation: Gradient Projection and Auto-Weighting ICLR 2024 TinyTrain: Resource-Aware Task-Adaptive Sparse Training of DNNs at the Data-Scarce Edge ICML 2024 Co-evolving data-driven and NLU-driven Synthesizers for Generating Code in Domain Growth and Data Scarcity EMNLP 2023 Efficient Dynamic Batch Adaptation (Student Abstract) AAAI 2023 Enhancing Extreme Multi-Label Text Classification: Addressing Challenges in Model, Data, and Evaluation EMNLP 2023 Transfer Learning from Pre-trained Language Models Improves End-to-End Speech Summarization Interspeech 2023 Escaping Data Scarcity for High-Resolution Heterogeneous Face Hallucination CVPR 2022 Event Causality Identification via Derivative Prompt Joint Learning COLING 2022