data augmentation

3037 papers

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Also known as

DA-MCMC DADA DA TTA ADA EDA

Co-occurring keywords

text classification (6776) large language model (12755) transfer learning (5442) semi-supervised learning (2331) few-shot learning (3390) domain adaptation (4578) machine translation (2472) image classification (1943) language model (4573) low-resource language (2234)

Papers

Improving Deepfake Detection with Reinforcement Learning-Based Adaptive Data Augmentation AAAI 2026

Augmentation-invariant Learning Strategy via Data Augmentation for Improving Model Generalization AAAI 2026

AuthSig: Safeguarding Scanned Signatures Against Unauthorized Reuse in Paperless Workflows AAAI 2026

New Synthetic Goldmine: Hand Joint Angle-Driven EMG Data Generation Framework for Micro-Gesture Recognition AAAI 2026

Explanation-Preserving Augmentation for Semi-Supervised Graph Representation Learning AAAI 2026

SVS-GAN for Semantic Synthesis of Traffic Videos for Autonomous Driving WACV 2026

MIX-based Foreground and Background Patch Augmentation Guided by Physics and Material Properties for X-ray Detection WACV 2026

Augmenting with NeRFs: Fast Relocalization on Densified Datasets WACV 2026

SGD-Mix: Enhancing Domain-Specific Image Classification with Label-Preserving Data Augmentation WACV 2026

MomentMix Augmentation with Length-Aware DETR for Temporally Robust Moment Retrieval WACV 2026

CommonForms: A Large, Diverse Dataset for Form Field Detection WACV 2026

NoHumansRequired: Autonomous High-Quality Image Editing Triplet Mining WACV 2026

DiRe: Diversity-promoting Regularization for Dataset Condensation WACV 2026

Better Generalizing to Unseen Concepts: An Evaluation Framework and An LLM-Based Auto-Labeled Pipeline for Biomedical Concept Recognition EACL 2026

ToxiGAN: Toxic Data Augmentation via LLM-Guided Directional Adversarial Generation EACL 2026

MIMIC: Multi-party Dialogue Augmentation via Speaker Stylistic Transfer EACL 2026

R-GDA: Reflective Guidance Data Augmentation with Multi-Agent Feedback for Domain-Specific Named Entity Recognition EACL 2026

NUS-IDS at AMIYA/VarDial 2026: Improving Arabic Dialectness in LLMs with Reinforcement Learning EACL 2026

A Multi-Aspect Evaluation Framework for Synthetic Data: Case Study on Irony and Sarcasm EACL 2026

VietMix: A Naturally-Occurring Parallel Corpus and Augmentation Framework for Vietnamese-English Code-Mixed Machine Translation EACL 2026

AlignFix: A Tool for Parallel Corpora Augmentation and Refinement EACL 2026

Sample-Size Scaling of the African Languages NLI Evaluation EACL 2026

Enhancing Automatic Speech Recognition Models for Maternal and Reproductive Health: Fine-Tuning and Real-World Evaluation in Wolof EACL 2026

Balancing Fluency and Adherence: Hybrid Fallback Term Injection in Low-Resource Terminology Translation EACL 2026

A Flat Minima Perspective on Understanding Augmentations and Model Robustness AAAI 2026