3 papers
cs.AI2024
Position: Foundation Agents as the Paradigm Shift for Decision Making
Xiaoqian Liu, Xingzhou Lou, Jianbin Jiao +1
Decision making demands intricate interplay between perception, memory, and reasoning to discern optimal policies. Conventional approaches to decision making face challenges relate…
cs.LG2024
Self-supervised Pretraining for Decision Foundation Model: Formulation, Pipeline and Challenges
Xiaoqian Liu, Jianbin Jiao, Junge Zhang
Decision-making is a dynamic process requiring perception, memory, and reasoning to make choices and find optimal policies. Traditional approaches to decision-making suffer from sa…
cs.LG2023
Benchmarking Continual Learning from Cognitive Perspectives
Xiaoqian Liu, Junge Zhang, Mingyi Zhang +1
Continual learning addresses the problem of continuously acquiring and transferring knowledge without catastrophic forgetting of old concepts. While humans achieve continual learni…