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cs.CV2026
Difficulty-Aware Sample Allocation for Adaptive Data Augmentation in Semantic Segmentation
Olasimbo Ayodeji Arigbabu, Abimbola Ismail Arigbabu
Data augmentation is a standard component of modern semantic segmentation pipelines, but most augmentation techniques allocate transformations uniformly across training samples or…
cs.AI2026
Entropy-Based Observability for AI Agent Behavior
Olasimbo Ayodeji Arigbabu
AI agents are typically instrumented through outcome-oriented indicators such as task success, reward, latency, and cost.Although these indicators are operationally important, they…