Publications associées à Optimal Number of Paths with Multipath Routing in Hybrid Networks

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Geometry of the Loss Landscape in Overparameterized Neural Networks: Symmetries and Invariances

Wulfram Gerstner, Clément Hongler, Johanni Michael Brea, Francesco Spadaro, Berfin Simsek, Arthur Jacot

We study how permutation symmetries in overparameterized multi-layer neural networks generate `symmetry-induced' critical points. Assuming a network with

L

layers of minimal widths

r_1^*, \ldots, r_{L-1}^*

reaches a zero-loss minimum at $ r_1^*! \c ...

2021

Optimal Number of Paths with Multipath Routing in Hybrid Networks

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Policy-based Exploration of Equilibrium Representations (PEER): A topology grammar for generative conceptual structural design

Applicability of the landscape evolution model in the absence of rills

Critical node selection method for efficient Max-Pressure traffic signal control in large-scale congested networks

Maintenance scheduling of manufacturing systems based on optimal price of the network

Face Reconstruction Fromdeep Facial Embeddings Using A Convolutional Neural Network

Analysis of Dampers in Time-Sensitive Networks With Non-Ideal Clocks

A Low-Complexity LoRa Synchronization Algorithm Robust to Sampling Time Offsets

NICEpath: Finding metabolic pathways in large networks through atom-conserving substrate-product pairs

Geometry of the Loss Landscape in Overparameterized Neural Networks: Symmetries and Invariances

A Distributed Luenberger Observer for Linear State Feedback Systems With Quantized and Rate-Limited Communications

Policy-based Exploration of Equilibrium Representations (PEER): A topology grammar for generative conceptual structural design

Maintenance scheduling of manufacturing systems based on optimal price of the network

Analysis of Dampers in Time-Sensitive Networks With Non-Ideal Clocks

A Low-Complexity LoRa Synchronization Algorithm Robust to Sampling Time Offsets

Face Reconstruction Fromdeep Facial Embeddings Using A Convolutional Neural Network

NICEpath: Finding metabolic pathways in large networks through atom-conserving substrate-product pairs

A Distributed Luenberger Observer for Linear State Feedback Systems With Quantized and Rate-Limited Communications

Applicability of the landscape evolution model in the absence of rills

Critical node selection method for efficient Max-Pressure traffic signal control in large-scale congested networks

Geometry of the Loss Landscape in Overparameterized Neural Networks: Symmetries and Invariances