Yuanhan Hu

Publication Activity (10 Years)

Years Active: 2020-2023
Publications (10 Years): 8

Top Topics

Stochastic Gradient Descent

Nearest Neighbor Classifier

Top Venues

J. Mach. Learn. Res.

Trans. Mach. Learn. Res.

Publications

Mert Gürbüzbalaban, Yuanhan Hu, Umut Simsekli, Lingjiong Zhu
Cyclic and Randomized Stepsizes Invoke Heavier Tails in SGD. CoRR (2023)
Mert Gürbüzbalaban, Yuanhan Hu, Umut Simsekli, Lingjiong Zhu
Cyclic and Randomized Stepsizes Invoke Heavier Tails in SGD than Constant Stepsize. Trans. Mach. Learn. Res. 2023 (2023)
Mert Gürbüzbalaban, Yuanhan Hu, Umut Simsekli, Kun Yuan, Lingjiong Zhu
Heavy-Tail Phenomenon in Decentralized SGD. CoRR (2022)
Mert Gürbüzbalaban, Yuanhan Hu, Lingjiong Zhu
Penalized Langevin and Hamiltonian Monte Carlo Algorithms for Constrained Sampling. CoRR (2022)
Mert Gürbüzbalaban, Xuefeng Gao, Yuanhan Hu, Lingjiong Zhu
Decentralized Stochastic Gradient Langevin Dynamics and Hamiltonian Monte Carlo. J. Mach. Learn. Res. 22 (2021)
Mert Gürbüzbalaban, Yuanhan Hu
Fractional moment-preserving initialization schemes for training deep neural networks. AISTATS (2021)
Mert Gürbüzbalaban, Yuanhan Hu
Fractional moment-preserving initialization schemes for training fully-connected neural networks. CoRR (2020)
Mert Gürbüzbalaban, Xuefeng Gao, Yuanhan Hu, Lingjiong Zhu
Decentralized Stochastic Gradient Langevin Dynamics and Hamiltonian Monte Carlo. CoRR (2020)