Publications

This is our catalog of recent publications authored by IBM researchers, in collaboration with the global research community. We’re currently adding our back catalog of more than 110,000 publications. It’s an ever-growing body of work that shows why IBM is one of the most important contributors to modern computing.

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12 results for Mingyi Hong

Finding second-order stationary points efficiently in smooth nonconvex linearly constrained optimization problems
- - Songtao Lu
  - Meisam Razaviyayn
  - et al.
- 2020
- NeurIPS 2020
Min-max optimization without gradients: Convergence and applications to black-box evasion and poisoning attacks
- - Sijia Liu
  - Songtao Lu
  - et al.
- 2020
- ICML 2020
Improving the sample and communication complexity for decentralized non-convex optimization: Joint gradient estimation and tracking
- - Haoran Sun
  - Songtao Lu
  - et al.
- 2020
- ICML 2020
ZO-AdaMM: Zeroth-order adaptive momentum method for black-box optimization
- - Xiangyi Chen
  - Sijia Liu
  - et al.
- 2019
- NeurIPS 2019
Topology attack and defense for graph neural networks: An optimization perspective
- - Kaidi Xu
  - Hongge Chen
  - et al.
- 2019
- IJCAI 2019
On the convergence of a class of Adam-type algorithms for non-convex optimization
- - Xiangyi Chen
  - Sijia Liu
  - et al.
- 2019
- ICLR 2019
SignsGD via zeroth-order oracle
- - Sijia Liu
  - Pin-Yu Chen
  - et al.
- 2019
- ICLR 2019
Decentralized Min-Max Optimization: Formulations, Algorithms and Applications in Network Poisoning Attack
- - Ioannis Tsaknakis
  - Mingyi Hong
  - et al.
- 2020
- ICASSP 2020
Alternating Gradient Descent Ascent for Nonconvex Min-Max Problems in Robust Learning and GANs
- - Songtao Lu
  - Rahul Singh
  - et al.
- 2019
- ACSSC 2019
Linearized ADMM Converges to Second-Order Stationary Points for Non-Convex Problems
- - Songtao Lu
  - Jason Lee
  - et al.
- 2021
- IEEE TSP