4 papers
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…
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…
Theoretical Analysis of an XGBoost Framework for Product Cannibalization
Gautham Bekal, Mohammad Bari
This paper is an extension of our work where we presented a three-stage XGBoost algorithm for forecasting sales under product cannibalization scenario. Previously we developed the…
An XGBoost-Based Forecasting Framework for Product Cannibalization
Gautham Bekal, Mohammad Bari
Two major challenges in demand forecasting are product cannibalization and long term forecasting. Product cannibalization is a phenomenon in which high demand of some products lead…