Robuta

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