170 citations · 909 across the 66 of their papers we have counts for
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stat.ML2023★ 1 cited
Cluster-aware Semi-supervised Learning: Relational Knowledge Distillation Provably Learns Clustering
Yijun Dong, Kevin Miller, Qi Lei +1
Despite the empirical success and practical significance of (relational) knowledge distillation that matches (the relations of) features between teacher and student models, the cor…
cs.LG2023★ 2 cited
Robust Implicit Regularization via Weight Normalization
Hung-Hsu Chou, Holger Rauhut, Rachel Ward
Overparameterized models may have many interpolating solutions; implicit regularization refers to the hidden preference of a particular optimization method towards a certain interp…
math.PR2023★ 4 cited
Concentration Inequalities for Sums of Markov Dependent Random Matrices
Joe Neeman, Bobby Shi, Rachel Ward
We give Hoeffding and Bernstein-type concentration inequalities for the largest eigenvalue of sums of random matrices arising from a Markov chain. We consider time-dependent matrix…