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cs.LG2024
Revised Regularization for Efficient Continual Learning through Correlation-Based Parameter Update in Bayesian Neural Networks
Sanchar Palit, Biplab Banerjee, Subhasis Chaudhuri
We propose a Bayesian neural network-based continual learning algorithm using Variational Inference, aiming to overcome several drawbacks of existing methods. Specifically, in cont…
cs.CV2024
Hardware-Friendly Diffusion Models with Fixed-Size Reusable Structures for On-Device Image Generation
Sanchar Palit, Sathya Veera Reddy Dendi, Mallikarjuna Talluri +1
Vision Transformers and U-Net architectures have been widely adopted in the implementation of Diffusion Models. However, each architecture presents specific challenges while realiz…