4 citations · 4 across the 2 of their papers we have counts for
2 papers
cs.LG2023
Reinforcement Learning in Low-Rank MDPs with Density Features
Audrey Huang, Jinglin Chen, Nan Jiang
MDPs with low-rank transitions -- that is, the transition matrix can be factored into the product of two matrices, left and right -- is a highly representative structure that enabl…
stat.ML2022★ 4 cited
Supervised Learning with General Risk Functionals
Liu Leqi, Audrey Huang, Zachary C. Lipton +1
Standard uniform convergence results bound the generalization gap of the expected loss over a hypothesis class. The emergence of risk-sensitive learning requires generalization gua…