no code implementations • 19 Feb 2024 • Hitesh Vaidya, Travis Desell, Ankur Mali, Alexander Ororbia
The major challenge that makes crafting such a system difficult is known as catastrophic forgetting - an agent, such as one based on artificial neural networks (ANNs), struggles to retain previously acquired knowledge when learning from new samples.
no code implementations • 9 Dec 2021 • Hitesh Vaidya, Travis Desell, Alexander Ororbia
A lifelong learning agent is able to continually learn from potentially infinite streams of pattern sensory data.
1 code implementation • 14 Jun 2020 • Ryne Roady, Tyler L. Hayes, Hitesh Vaidya, Christopher Kanan
In this work, we introduce Stream-51, a new dataset for streaming classification consisting of temporally correlated images from 51 distinct object categories and additional evaluation classes outside of the training distribution to test novelty recognition.