Follow
Quynh Nguyen
Quynh Nguyen
Senior ML Researcher
Verified email at quynhnguyen.org - Homepage
Title
Cited by
Cited by
Year
Latent Embeddings for Zero-shot Classification
Y Xian, Z Akata, G Sharma, Q Nguyen, M Hein, B Schiele
IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2016, 2016
7892016
The Loss Surface of Deep and Wide Neural Networks
Q Nguyen, M Hein
International Conference on Machine Learning. ICML 2017, 2017
2822017
Optimization Landscape and Expressivity of Deep CNNs
Q Nguyen, M Hein
International Conference on Machine Learning. ICML 2018, 2018
135*2018
On Connected Sublevel Sets in Deep Learning
Q Nguyen
International Conference on Machine Learning. ICML 2019, 2019
912019
On the Loss Landscape of a Class of Deep Neural Networks with No Bad Local Valleys
Q Nguyen, MC Mukkamala, M Hein
International Conference on Learning Representations. ICLR 2019, 2019
792019
A Flexible Tensor Block Coordinate Ascent Scheme for Hypergraph Matching
Q Nguyen, A Gautier, M Hein
IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2015, 2015
752015
Global Convergence of Deep Networks with One Wide Layer Followed by Pyramidal Topology
Q Nguyen, M Mondelli
Advances in Neural Information Processing Systems (NeurIPS) 2020, 2020
532020
Tight Bounds on the Smallest Eigenvalue of the Neural Tangent Kernel for Deep ReLU Networks
Q Nguyen, M Mondelli, G Montufar
International Conference on Machine Learning. ICML 2021, 2020
522020
Neural Networks Should Be Wide Enough to Learn Disconnected Decision Regions
Q Nguyen, M Mukkamala, M Hein
International Conference on Machine Learning. ICML 2018, 2018
482018
On the Proof of Global Convergence of Gradient Descent for Deep ReLU Networks with Linear Widths
Q Nguyen
International Conference on Machine Learning. ICML 2021, 2021
422021
Globally Optimal Training of Generalized Polynomial Neural Networks with Nonlinear Spectral Methods
A Gautier, Q Nguyen, M Hein
Advances in Neural Information Processing Systems. NIPS 2016, 2016
382016
An Efficient Multilinear Optimization Framework for Hypergraph Matching
Q Nguyen, F Tudisco, A Gautier, M Hein
Transactions on Pattern Analysis and Machine Intelligence. T-PAMI 2017 39 (6 …, 2016
272016
When Are Solutions Connected in Deep Networks?
Q Nguyen, P Brechet, M Mondelli
Advances in Neural Information Processing Systems (NeurIPS) 2021, 2021
8*2021
A Note on Connectivity of Sublevel Sets in Deep Learning
Q Nguyen
Technical Note, 2021
62021
TMEM106B regulates microglial proliferation and survival in response to demyelination
T Zhang, W Pang, T Feng, J Guo, K Wu, M Nunez Santos, A Arthanarisami, ...
Science Advances 9 (18), eadd2676, 2023
52023
Nonlinear Spectral Methods for Nonconvex Optimization with Global Optimality
QN Nguyen, A Gautier, M Hein
NIPS Workshop on Optimization, 2016
12016
Adaptive platform trials: the impact of common controls on type one error and power
Q Nguyen, K Hees, B Hofner
Journal of Biopharmaceutical Statistics, 1-18, 2023
2023
The TMEM106B T186S coding variant increases neurite arborization and synaptic density in primary hippocampal neurons
Q Nguyen, CA Wood, PJ Kim, JL Jankowsky
Frontiers in Neuroscience 17, 2023
2023
A Fully Rigorous Proof of the Derivation of Xavier and He's Initialization for Deep ReLU Networks
Q Nguyen
Technical Note, 2021
2021
The system can't perform the operation now. Try again later.
Articles 1–19