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Data Augmentation

3622 directly classified papers

Papers per year

Papers

STAR-1: Safer Alignment of Reasoning LLMs with 1K Data AAAI 2026
Toward Gaze Target Detection of Young Autistic Children AAAI 2026
Text-guided Controllable Diffusion for Realistic Camouflage Images Generation AAAI 2026
ConvMix: A Mixed-Criteria Data Augmentation Framework for Conversational Dense Retrieval AAAI 2026
Flora: Effortless Context Construction to Arbitrary Length and Scale AAAI 2026
HLPD: Aligning LLMs to Human Language Preference for Machine-Revised Text Detection AAAI 2026
BhashaKritika: Building Synthetic Pretraining Data at Scale for Indic Languages AAAI 2026
From Solver to Tutor: Evaluating the Pedagogical Intelligence of LLMs with KMP-Bench AAAI 2026
MathSmith: Towards Extremely Hard Mathematical Reasoning by Forging Synthetic Problems with a Reinforced Policy AAAI 2026
Bolster Hallucination Detection via Prompt-Guided Data Augmentation AAAI 2026
Rethinking Bias in Generative Data Augmentation for Medical AI: A Frequency Recalibration Method AAAI 2026
HiGFA: Hierarchical Guidance for Fine-grained Data Augmentation with Diffusion Models AAAI 2026
Physically-Based LiDAR Smoke Simulation for Robust 3D Object Detection AAAI 2026
Towards Synthesizing High-Dimensional Tabular Data with Limited Samples AAAI 2026
HAP: Harmonized Amplitude Perturbation for Cross-Domain Few-Shot Learning AAAI 2026
Meta-GAIN for Missing Data Imputation AAAI 2026
Frequency-Dependent Scheduled Schrödinger Bridge for Underwater Acoustic Signal Denoising AAAI 2026
Harnessing Diffusion-Generated Synthetic Images for Fair Image Classification AAAI 2026
CEC-Zero: Zero-Supervision Character Error Correction with Self-Generated Rewards AAAI 2026
PQDA:Policy-Aligned Q-Consistency Meets Decoupled Augmentation for Generalizable Visual RL AAAI 2026
Generating-Filtering-Ranking: A Three-Stage MultiModal Data Augmentation Framework Under Partial Modality Missing AAAI 2026
Fossils at SemEval-2025 Task 9: Tasting Loss Functions for Food Hazard Detection in Text Reports ACL 2025
TeleAI at SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection with Prompt Engineering and Data Augmentation ACL 2025
Angeliki Linardatou at SemEval-2025 Task 11: Multi-label Emotion Detection ACL 2025
BJTU at BEA 2025 Shared Task: Task-Aware Prompt Tuning and Data Augmentation for Evaluating AI Math Tutors ACL 2025