8 citations · 10 across the 9 of their papers we have counts for
3 papers · 1 filter
Parameter Efficient Continual Learning for Sparse Event-Based Transformers
Vaishnavi Nagabhushana, Kartikay Agrawal, Ayon Borthakur
Robotic and edge intelligence systems operate in dynamic environments where data arrives continuously, requiring models to adapt while preserving previously learned knowledge under…
CATFormer: When Continual Learning Meets Spiking Transformers With Dynamic Thresholds
Vaishnavi Nagabhushana, Kartikay Agrawal, Ayon Borthakur
Although deep neural networks perform extremely well in controlled environments, they fail in real-world scenarios where data isn't available all at once, and the model must adapt…
Discriminative Flow Matching Via Local Generative Predictors
Om Govind Jha, Manoj Bamniya, Ayon Borthakur
Traditional discriminative computer vision relies predominantly on static projections, mapping input features to outputs in a single computational step. Although efficient, this pa…