10 citations · 16 across the 9 of their papers we have counts for
4 papers · 1 filter
TOPPO: Rethinking PPO for Multi-Task Reinforcement Learning with Critic Balancing
Yuanpeng Li, Gefei Lin, Annie Qu +1
Soft Actor-Critic (SAC) and its variants dominate Multi-Task Reinforcement Learning (MTRL) due to their off-policy sample efficiency, while on-policy methods such as Proximal Polic…
A Short Survey of Systematic Generalization
Yuanpeng Li
This survey includes systematic generalization and a history of how machine learning addresses it. We aim to summarize and organize the related information of both conventional and…
Concepts, Properties and an Approach for Compositional Generalization
Yuanpeng Li
Compositional generalization is the capacity to recognize and imagine a large amount of novel combinations from known components. It is a key in human intelligence, but current neu…
Zero-Shot Transfer VQA Dataset
Yuanpeng Li, Yi Yang, Jianyu Wang +1
Acquiring a large vocabulary is an important aspect of human intelligence. Onecommon approach for human to populating vocabulary is to learn words duringreading or listening, and t…