WebHan Zhao. Assistant Professor of Computer Science, University of Illinois at Urbana-Champaign. Verified email at illinois.edu - Homepage. Machine Learning Artificial Intelligence Representation Learning Probabilistic Circuits. WebContinual learning with adaptive weights (claw). In: International Conference on Learning Representations. [2] Ahn, H., Cha, S., Lee, D., Moon, T., 2024. Uncertainty-based continual learning with adaptive regularization. In: Advances in Neural Information Processing Systems. pp. 4392–4402. [3] Aljundi, R., Kelchtermans, K., Tuytelaars, T., …
[1911.09514v1] Continual Learning with Adaptive Weights …
WebLifelong learning, also called continual learning, should be able to build on top of acquired knowledge so as to learn on new data quickly while avoiding forgetting the learned knowledge [41], [3], [2], [7], [27]. Remarkable progress has been achieved in computer vision [3] and reinforcement learning [36]. WebMay 23, 2024 · Continual learning is an increasingly relevant area of study that asks how artificial systems might learn sequentially, as biological systems do, from a continuous stream of correlated data. jonathan price wolfe city
ICLR: Continual Learning with Adaptive Weights (CLAW)
WebHere we introduce such an approach called Continual Learning with Adaptive Weights (CLAW), which is based on probabilistic modelling and variational inference. Experiments show that CLAW achieves state-of-the-art performance on six benchmarks in terms of overall continual learning performance, as measured by classification accuracy, and in ... WebIn this paper, we propose a new scenario of continual learning which handles sequence-to-sequence tasks common in language learning. We further propose an approach to use … WebHere we introduce such an approach called Continual Learning with Adaptive Weights (CLAW), which is based on probabilistic modelling and variational inference. Experiments show that CLAW achieves state-of-the-art performance on six benchmarks in terms of overall continual learning performance, as measured by classification accuracy, and in ... how to insert tick boxes in excel