38 citations · 110 across the 24 of their papers we have counts for
3 papers · 2 filters
Label Alignment Regularization for Distribution Shift
Ehsan Imani, Guojun Zhang, Runjia Li +4
Recent work has highlighted the label alignment property (LAP) in supervised learning, where the vector of all labels in the dataset is mostly in the span of the top few singular v…
Memory-efficient Reinforcement Learning with Value-based Knowledge Consolidation
Qingfeng Lan, Yangchen Pan, Jun Luo +1
Artificial neural networks are promising for general function approximation but challenging to train on non-independent or non-identically distributed data due to catastrophic forg…
STOPS: Short-Term-based Volatility-controlled Policy Search and its Global Convergence
Liangliang Xu, Daoming Lyu, Yangchen Pan +2
It remains challenging to deploy existing risk-averse approaches to real-world applications. The reasons are multi-fold, including the lack of global optimality guarantee and the n…