7 citations · 13 across the 5 of their papers we have counts for
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math.ST2020★ 1 cited
Combinatorial-Probabilistic Trade-Off: Community Properties Test in the Stochastic Block Models
Shuting Shen, Junwei Lu
In this paper, we propose an inferential framework testing the general community combinatorial properties of the stochastic block model. Instead of estimating the community assignm…
cs.LG2020
Heteroskedastic and Imbalanced Deep Learning with Adaptive Regularization
Kaidi Cao, Yining Chen, Junwei Lu +3
Real-world large-scale datasets are heteroskedastic and imbalanced -- labels have varying levels of uncertainty and label distributions are long-tailed. Heteroskedasticity and imba…
cs.LG2020
Expert-Supervised Reinforcement Learning for Offline Policy Learning and Evaluation
Aaron Sonabend-W, Junwei Lu, Leo A. Celi +2
Offline Reinforcement Learning (RL) is a promising approach for learning optimal policies in environments where direct exploration is expensive or unfeasible. However, the adoption…