no code implementations • 21 Aug 2023 • Pranay Pasula
The scarcity of task-labeled time-series benchmarks in the financial domain hinders progress in continual learning.
no code implementations • 5 Jan 2022 • Mengda Xu, Sumitra Ganesh, Pranay Pasula
In this paper we consider settings in which the data distribution(task) shifts abruptly and the timing of these shifts are not known.
no code implementations • 20 Jul 2020 • Pranay Pasula
Although duality is used extensively in certain fields, such as supervised learning in machine learning, it has been much less explored in others, such as reinforcement learning (RL).
no code implementations • 20 Jul 2020 • Pranay Pasula
Humans often think of complex tasks as combinations of simpler subtasks in order to learn those complex tasks more efficiently.