Malio Li
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View article: Combining Pre-Trained Models for Enhanced Feature Representation in Reinforcement Learning
Combining Pre-Trained Models for Enhanced Feature Representation in Reinforcement Learning Open
The recent focus and release of pre-trained models have been a key components to several advancements in many fields (e.g. Natural Language Processing and Computer Vision), as a matter of fact, pre-trained models learn disparate latent emb…
View article: The Future of Continual Learning in the Era of Foundation Models: Three Key Directions
The Future of Continual Learning in the Era of Foundation Models: Three Key Directions Open
Continual learning--the ability to acquire, retain, and refine knowledge over time--has always been fundamental to intelligence, both human and artificial. Historically, different AI paradigms have acknowledged this need, albeit with varyi…
View article: I Know How: Combining Prior Policies to Solve New Tasks
I Know How: Combining Prior Policies to Solve New Tasks Open
Multi-Task Reinforcement Learning aims at developing agents that are able to\ncontinually evolve and adapt to new scenarios. However, this goal is\nchallenging to achieve due to the phenomenon of catastrophic forgetting and the\nhigh deman…