2 papers
cs.LG2024
Divergent Ensemble Networks: Enhancing Uncertainty Estimation with Shared Representations and Independent Branching
Arnav Kharbanda, Advait Chandorkar
Ensemble learning has proven effective in improving predictive performance and estimating uncertainty in neural networks. However, conventional ensemble methods often suffer from r…
cs.AI2024
Deep learning approach for predicting the replicator equation in evolutionary game theory
Advait Chandorkar
This paper presents a physics-informed deep learning approach for predicting the replicator equation, allowing accurate forecasting of population dynamics. This methodological inno…