https://jmlr.org/papers/v26/22-0664.html
Scaling ResNets in the Large-depth Regime
in the largescalingresnetsdepthregime
https://openreview.net/forum?id=HJxEhREKDH
On the Global Convergence of Training Deep Linear ResNets | OpenReview
Under certain condition on the input and output linear transformations, both GD and SGD can achieve global convergence for training deep linear ResNets.
on theglobal convergencetrainingdeeplinear
https://openreview.net/forum?id=kXf5CfXBbU
Generalization Guarantees of Deep ResNets in the Mean-Field Regime | OpenReview
Despite the widespread empirical success of ResNet, the generalization ability of deep ResNet is rarely explored beyond the lazy-training regime. In this work,...
in themean fieldgeneralizationguaranteesdeep
https://research.google/pubs/multitask-vocal-burst-modeling-with-resnets-and-pre-trained-paralinguistic-conformers/
Multitask vocal burst modeling with ResNets and pre-trained paralinguistic Conformers
multitaskvocalburstmodeling
https://wandb.ai/wandb_fc/articles/reports/Exploring-ResNets-With-W-B--Vmlldzo1NDQyMDk0
Exploring ResNets With W&B
Sep 19, 2023 - In this post we implement residual neural networks from scratch, explore the underlying architecture and the theory behind skip connections.
exploringresnetswb
https://openreview.net/forum?id=IX3Nnir2omJ
Characterizing signal propagation to close the performance gap in unnormalized ResNets | OpenReview
Batch Normalization is a key component in almost all state-of-the-art image classifiers, but it also introduces practical challenges: it breaks the...
signal propagationthe performance
https://openreview.net/forum?id=tMzPZTvz2H&referrer=%5Bthe%20profile%20of%20Fanghui%20Liu%5D(%2Fprofile%3Fid%3D~Fanghui_Liu1)
Generalization of Scaled Deep ResNets in the Mean-Field Regime | OpenReview
Despite the widespread empirical success of ResNet, the generalization properties of deep ResNet are rarely explored beyond the lazy training regime. In this...
in themean fieldgeneralizationscaleddeep
https://openreview.net/forum?id=tMzPZTvz2H
Generalization of Scaled Deep ResNets in the Mean-Field Regime | OpenReview
Despite the widespread empirical success of ResNet, the generalization properties of deep ResNet are rarely explored beyond the lazy training regime. In this...
in themean fieldgeneralizationscaleddeep