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cs.LG2023★ 2 cited
Sharpness Minimization Algorithms Do Not Only Minimize Sharpness To Achieve Better Generalization
Kaiyue Wen, Zhiyuan Li, Tengyu Ma
Despite extensive studies, the underlying reason as to why overparameterized neural networks can generalize remains elusive. Existing theory shows that common stochastic optimizers…
cs.LG2023
Practically Solving LPN in High Noise Regimes Faster Using Neural Networks
Haozhe Jiang, Kaiyue Wen, Yilei Chen
We conduct a systematic study of solving the learning parity with noise problem (LPN) using neural networks. Our main contribution is designing families of two-layer neural network…