2 papers
cs.LG2025
Continual Learning with Query-Only Attention
Gautham Bekal, Ashish Pujari, Scott David Kelly
Continual learning involves learning from a stream of data without repetition of data points, a scenario that is inherently complex due to distributional shift across tasks. We pro…
cs.LG2025
Continual Reinforcement Learning for HVAC Systems Control: Integrating Hypernetworks and Transfer Learning
Gautham Udayakumar Bekal, Ahmed Ghareeb, Ashish Pujari
Buildings with Heating, Ventilation, and Air Conditioning (HVAC) systems play a crucial role in ensuring indoor comfort and efficiency. While traditionally governed by physics-base…