synthetic data

PersonaBench: Evaluating AI Models on Understanding Personal Information through Accessing (Synthetic) Private User Data ACL 2025 Personalized Representation from Personalized Generation ICLR 2025 Personalize Your LLM: Fake it then Align it NAACL 2025 Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems ICLR 2025 PIAD: Pose and Illumination agnostic Anomaly Detection CVPR 2025 Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks ICML 2025 PREM: Privately Answering Statistical Queries with Relative Error COLT 2025 Privacy Amplification Through Synthetic Data: Insights from Linear Regression ICML 2025 Proactive Assistant Dialogue Generation from Streaming Egocentric Videos EMNLP 2025 Procedural Environment Generation for Tool-Use Agents EMNLP 2025 Provably Improving Generalization of Few-shot models with Synthetic Data ICML 2025 QGen Studio: An Adaptive Question-Answer Generation, Training and Evaluation Platform AAAI 2025 RAG-Instruct: Boosting LLMs with Diverse Retrieval-Augmented Instructions EMNLP 2025 Rate of Model Collapse in Recursive Training AISTATS 2025 Recover-LoRA: Data-Free Accuracy Recovery of Degraded Language Models via Low-Rank Adaptation EMNLP 2025 Recursive Training Loops in LLMs: How training data properties modulate distribution shift in generated data? EMNLP 2025 Removing Out-of-Focus Reflective Flares via Color Alignment ICCV 2025 Removing Reflections from RAW Photos CVPR 2025 ResoFilter: Fine-grained Synthetic Data Filtering for Large Language Models through Data-Parameter Resonance Analysis NAACL 2025 Robust Dataset Condensation using Supervised Contrastive Learning ICCV 2025 RPDR: A Round-trip Prediction-Based Data Augmentation Framework for Long-Tail Question Answering EMNLP 2025 Scalable Data Synthesis through Human-like Cognitive Imitation and Data Recombination EMNLP 2025 Scaling and Taming Adversarial Training with Synthetic Data ICCV 2025 Scaling Low-Resource MT via Synthetic Data Generation with LLMs EMNLP 2025 Scaling Speech-Text Pre-training with Synthetic Interleaved Data ICLR 2025