WebFeb 25, 2024 · In learning each new task, the AC network decides which part of the past knowledge is useful to the new task and can be shared. This enables forward knowledge transfer. Also importantly, the shared knowledge is enhanced during the new task training using its data, which results in backward knowledge transfer. Webthe best method in the Continual World benchmark, see Figure 1. Importantly, we observe a sharp transfer increase from 0.18 to 0.54 in the metric provided in the benchmark. Notably, the value of forward transfer closely matches the reference forward transfer adjusted for exploration, which is a soft upper bound for transfer, as introduced in [47].
Progressive Prompts: Continual Learning for Language …
WebContinual & transfer learning View all publications Publication Is forgetting less a good inductive bias for forward transfer? Arslan Chaudhry, Jiefeng Chen, Timothy Nguyen, … WebAug 14, 2024 · Continual learning of a stream of tasks is an active area in deep neural networks. The main challenge investigated has been the phenomenon of catastrophic forgetting or interference of newly acquired … road to perdition movie wiki
Applied Sciences Free Full-Text Deep Machine Learning for Path ...
WebAvoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks Ghada Sokar1(B), Decebal Constantin Mocanu1,2, and Mykola Pechenizkiy1 1 Eindhoven University of Technology, Eindhoven, The Netherlands {g.a.z.n.sokar,m.pechenizkiy}@tue.nl2 University of Twente, Enschede, The Netherlands … WebAbstract. By learning a sequence of tasks continually, an agent in continual learning (CL) can improve the learning performance of both a new task and `old' tasks by leveraging the forward knowledge transfer and the backward knowledge transfer, respectively. However, most existing CL methods focus on addressing catastrophic forgetting in neural ... WebAbstract This paper studies continual learning (CL) for sentiment classification (SC). In this setting, the CL system learns a sequence of SC tasks incrementally in a neural network, … sneakers guess zeppa