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Data Augmentation

429 directly classified papers

Papers per year

Papers

RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning AAAI 2025
IIITH-BUT system for IWSLT 2025 low-resource Bhojpuri to Hindi speech translation ACL 2025
Bemba Speech Translation: Exploring a Low-Resource African Language ACL 2025
Gender Swapping as a Data Augmentation Technique: Developing Gender-Balanced Datasets for Ukrainian Language Processing ACL 2025
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining WACV 2025
DS2-ABSA: Dual-Stream Data Synthesis with Label Refinement for Few-Shot Aspect-Based Sentiment Analysis ACL 2025
The Impact of Code-switched Synthetic Data Quality is Task Dependent: Insights from MT and ASR NAACL 2025
UCSP Submission to the AmericasNLP 2025 Shared Task NAACL 2025
Diffusion-based Synthetic Data Generation for Visible-Infrared Person Re-Identification AAAI 2025
What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices ACL 2025
Building a Family of Data Augmentation Models for Low-cost LLM Fine-tuning on the Cloud COLING 2025
Investigating the Effect of Backtranslation for Indic Languages COLING 2025
Generate or Re-Weight? A Mutual-Guidance Method for Class-Imbalanced Graphs IJCAI 2025
Scalable Data Synthesis through Human-like Cognitive Imitation and Data Recombination EMNLP 2025
A Training-free Synthetic Data Selection Method for Semantic Segmentation AAAI 2025
Realistic Training Data Generation and Rule Enhanced Decoding in LLM for NameGuess EMNLP 2025
Doubling Your Data in Minutes: Ultra-fast Tabular Data Generation via LLM-Induced Dependency Graphs EMNLP 2025
Evaluating the Effectiveness and Scalability of LLM-Based Data Augmentation for Retrieval EMNLP 2025
Auto Cherry-Picker: Learning from High-quality Generative Data Driven by Language CVPR 2025
Navigating Towards Fairness with Data Selection AAAI 2025
Explicit and Implicit Data Augmentation for Social Event Detection ACL 2025
SNaRe: Domain-aware Data Generation for Low-Resource Event Detection EMNLP 2025
Who’s the (Multi-)Fairest of Them All: Rethinking Interpolation-Based Data Augmentation Through the Lens of Multicalibration AAAI 2025
Cap2Aug: Caption Guided Image Data Augmentation WACV 2025
Priority on High-Quality: Selecting Instruction Data via Consistency Verification of Noise Injection EMNLP 2025