Publications associées à EMPoWER Hybrid Networks: Exploiting Multiple Paths over Wireless and ElectRical Mediums

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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

EMPoWER Hybrid Networks: Exploiting Multiple Paths over Wireless and ElectRical Mediums

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Global, Passive Detection of Connection Tampering

Localizing Traffic Differentiation

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

LENA: Communication-Efficient Distributed Learning with Self-Triggered Gradient Uploads

Operating System and Network Co-Design for Latency-Critical Datacenter Applications

Time-Delay Encoded Image Recognition in a Network of Resistively Coupled VO2 on Si Oscillators

Annealing and Replica-Symmetry in Deep Boltzmann Machines

Optimal Number of Paths with Multipath Routing in Hybrid Networks

Optimal Number of Paths with Multipath Routing in Hybrid Networks

Global, Passive Detection of Connection Tampering

Localizing Traffic Differentiation

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

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

LENA: Communication-Efficient Distributed Learning with Self-Triggered Gradient Uploads

Annealing and Replica-Symmetry in Deep Boltzmann Machines

Time-Delay Encoded Image Recognition in a Network of Resistively Coupled VO2 on Si Oscillators

Optimal Number of Paths with Multipath Routing in Hybrid Networks

Optimal Number of Paths with Multipath Routing in Hybrid Networks

Operating System and Network Co-Design for Latency-Critical Datacenter Applications