2 papers
cs.LG2026
AutoNorm: Understanding Adaptive Normalization in Transformers through Differentiable Gating
Piyush Kaushik Bhattacharyya, Divyanshu Rai, Swastik Singh +3
Normalization is a critical component for stabilizing Transformer training, yet the choice between static strategies such as Layer Normalization (LN) and adaptive alternatives rema…
cs.LG2026
Continual Learning for Food Category Classification Dataset: Enhancing Model Adaptability and Performance
Piyush Kaushik Bhattacharyya, Devansh Tomar, Shubham Mishra +6
Conventional machine learning pipelines often struggle to recognize categories absent from the original trainingset. This gap typically reduces accuracy, as fixed datasets rarely c…