#Data Augmentation
Latest news articles tagged with "Data Augmentation". Follow the timeline of events, related topics, and entities.
Articles (4)
-
🇺🇸 R&D: Balancing Reliability and Diversity in Synthetic Data Augmentation for Semantic Segmentation
[USA]
arXiv:2603.18427v1 Announce Type: cross Abstract: Collecting and annotating datasets for pixel-level semantic segmentation tasks are highly labor-intensive. Data augmentation provides a viable soluti...
Related: #Semantic Segmentation -
🇺🇸 MARS: Margin-Aware Reward-Modeling with Self-Refinement
[USA]
arXiv:2602.17658v1 Announce Type: cross Abstract: Reward modeling is a core component of modern alignment pipelines including RLHF and RLAIF, underpinning policy optimization methods including PPO an...
Related: #Reward Modeling, #Human Preference Data, #Margin‑Aware Techniques, #Self‑Refinement -
🇺🇸 IT-OSE: Exploring Optimal Sample Size for Industrial Data Augmentation
[USA]
arXiv:2602.15878v1 Announce Type: cross Abstract: In industrial scenarios, data augmentation is an effective approach to improve model performance. However, its benefits are not unidirectionally bene...
Related: #Optimal Sample Size, #Information Theory, #Industrial Machine Learning -
🇺🇸 VeRA: Verified Reasoning Data Augmentation at Scale
[USA]
arXiv:2602.13217v1 Announce Type: new Abstract: The main issue with most evaluation schemes today is their "static" nature: the same problems are reused repeatedly, allowing for memorization, format ...
Related: #AI Evaluation, #Benchmark Robustness, #Experimental Design, #Reproducibility
About the topic: Data Augmentation
The topic "Data Augmentation" aggregates 4+ news articles from various countries.