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Data Augmentation

3622 directly classified papers

Papers per year

Papers

Revealing the Two Sides of Data Augmentation: An Asymmetric Distillation-based Win-Win Solution for Open-Set Recognition IJCAI 2024
LSPAN: Spectrally Localized Augmentation for Graph Consistency Learning IJCAI 2024
Where to Mask: Structure-Guided Masking for Graph Masked Autoencoders IJCAI 2024
A Novel GAN Approach to Augment Limited Tabular Data for Short-Term Substance Use Prediction IJCAI 2024
Boosting Model Resilience via Implicit Adversarial Data Augmentation IJCAI 2024
Counterfactual User Sequence Synthesis Augmented with Continuous Time Dynamic Preference Modeling for Sequential POI Recommendation IJCAI 2024
Neural Compression Augmentation for Contrastive Audio Representation Learning INTERSPEECH 2024
Signer Diversity-driven Data Augmentation for Signer-Independent Sign Language Translation NAACL 2024
SCaLAR at SemEval-2024 Task 8: Unmasking the machine : Exploring the power of RoBERTa Ensemble for Detecting Machine Generated Text SEMEVAL 2024
HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM NAACL 2024
DKE-Research at SemEval-2024 Task 2: Incorporating Data Augmentation with Generative Models and Biomedical Knowledge to Enhance Inference Robustness SEMEVAL 2024
Hybrid Generative AI for De Novo Design of Co-Crystals with Enhanced Tabletability NIPS 2024
A Comprehensive Augmentation Framework for Anomaly Detection AAAI 2024
NLP_STR_teamS at SemEval-2024 Task1: Semantic Textual Relatedness based on MASK Prediction and BERT Model NAACL 2024
When Life Gives You Lemons, Make Cherryade: Converting Feedback from Bad Responses into Good Labels NAACL 2024
EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost IJCAI 2024
Targeted Augmentation for Low-Resource Event Extraction NAACL 2024
An Effective Automated Speaking Assessment Approach to Mitigating Data Scarcity and Imbalanced Distribution NAACL 2024
Improving Robustness via Tilted Exponential Layer: A Communication-Theoretic Perspective AISTATS 2024
Multi-TA: Multilevel Temporal Augmentation for Robust Septic Shock Early Prediction IJCAI 2024
Singing Voice Data Scaling-up: An Introduction to ACE-Opencpop and ACE-KiSing INTERSPEECH 2024
Synonym relations affect object detection learned on vision-language data NAACL 2024
Synthesize Step-by-Step: Tools Templates and LLMs as Data Generators for Reasoning-Based Chart VQA CVPR 2024
Hybrid Sample Synthesis-Based Debiasing of Classifier in Limited Data Setting WACV 2024
ATLAS: A System for PDF-centric Human Interaction Data Collection NAACL 2024