Hong-Ming Chiu
4 papers · 2022–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(13)
Venues
Top co-authors
Research topics
Keywords
non-convex optimization
(2)
semidefinite programming
(2)
scalability
(1)
adversarial training
(1)
image denoising
(1)
gradient descent
(1)
online optimization
(1)
matrix completion
(1)
low-rank matrix
(1)
low-rank matrix recovery
(1)
matrix sensing
(1)
robustness certification
(1)
low-rank optimization
(1)
neural network certification
(1)
bound propagation
(1)
neural network
(1)
l2 norm
(1)
iterative convergence
(1)
inter-neuron coupling
(1)
stochastic gradient descent
(1)
Papers
SDP-CROWN: Efficient Bound Propagation for Neural Network Verification with Tightness of Semidefinite Programming
ICML 2025
Fast and Accurate Estimation of Low-Rank Matrices from Noisy Measurements via Preconditioned Non-Convex Gradient Descent
AISTATS 2024
Tight Certification of Adversarially Trained Neural Networks via Nonconvex Low-Rank Semidefinite Relaxations
ICML 2023
Accelerating SGD for Highly Ill-Conditioned Huge-Scale Online Matrix Completion
NeurIPS 2022