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ReZero is All You Need: Fast Convergence at Large Depth
[article]
2020
arXiv
pre-print
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Although much simpler than its predecessors, this gate enables training thousands of fully connected layers with fast convergence and better test performance for ResNets trained on CIFAR-10. ...
When applied to 12 layer Transformers, it converges 56% faster on enwiki8. ...
large depths. ...
arXiv:2003.04887v2
fatcat:gfiztb7fdvbmpgelw4362x2xie
Do Transformer Modifications Transfer Across Implementations and Applications?
[article]
2021
arXiv
pre-print
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Rezero is
all you need: Fast convergence at large depth.
arXiv preprint arXiv:2003.04887.
Alexei Baevski and Michael Auli. 2019. Adaptive
input representations for neural language mod-
eling. ...
The depth of the kernel is determined depending on whether it is depthwise-convolution or vanilla convolution in which case its depth is d model . ...
arXiv:2102.11972v2
fatcat:w6y6mkrw7vavnkkrcmzgz7roee
Structure-Aware Abstractive Conversation Summarization via Discourse and Action Graphs
[article]
2021
arXiv
pre-print
Preserved Fulltext
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The file type is application/pdf.
We have publicly released our code at https://github.com/GT-SALT/Structure-Aware-BART. ...
However, these generated summaries often suffer from insufficient, redundant, or incorrect content, largely due to the unstructured and complex characteristics of human-human interactions. ...
This work is supported in part by grants from Google, Amazon and Salesforce. ...
arXiv:2104.08400v1
fatcat:htl57whsh5eaxmc2jvlblq6qyy
Reservoir Transformers
[article]
2021
arXiv
pre-print
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Note that this fulltext copy is not of the "primary" version of this work. The version it corresponds to is:
2020 pre-print arXiv:2012.15045v1 fatcat:bz2mzxo3gzhq3ax4ek3s4diy4q
well-established ideas in machine learning, we explore a variety of non-linear "reservoir" layers interspersed with regular transformer layers, and show improvements in wall-clock compute time until convergence ...
Rezero is all you need: Fast convergence at large depth. ...
We observe that the reservoir transformer outperforms normal RoBERTa at all depths in both tasks. At lower depth, the improvements are substantial. ...
arXiv:2012.15045v2
fatcat:bhsrep5puvcrxpbfthpgpp3usy
Value Iteration Networks with Double Estimator for Planetary Rover Path Planning
2021
Sensors
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Path planning technology is significant for planetary rovers that perform exploration missions in unfamiliar environments. ...
We show that our dVIN empirically outperforms the baseline methods and generalize better to large-scale environments. ...
ReZero is all you need: Fast convergence at large depth.
In Proceedings of the 37th Conference on Uncertainty in Artificial Intelligence, Online, 27–30 July 2021; pp. 1–10.
24. ...
doi:10.3390/s21248418
pmid:34960508
pmcid:PMC8709000
fatcat:iyphuncbpzbcdpgordioqdtvui
A Robust Initialization of Residual Blocks for Effective ResNet Training without Batch Normalization
[article]
2021
arXiv
pre-print
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Batch Normalization is an essential component of all state-of-the-art neural networks architectures. ...
In this paper, we show that weights initialization is key to train ResNet-like normalization-free networks. ...
Rezero is all you need: Fast convergence at large depth. CoRR, abs/2003.04887, 2020. URL https://arxiv.org/
abs/2003.04887.
Jie Shao, Kai Hu, Changhu Wang, Xiangyang Xue, and Bhiksha Raj. ...
arXiv:2112.12299v1
fatcat:q7ms67kuejduffprk3diuyvswm
A Survey of Transformers
[article]
2021
arXiv
pre-print
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X-formers) have been proposed, however, a systematic and comprehensive literature review on these Transformer variants is still missing. ...
Therefore, it is natural to attract lots of interest from academic and industry researchers. Up to the present, a great variety of Transformer variants (a.k.a. ...
Replacing LN in Transformer with ReZero mechanism is verified to induce better dynamic isometry for input signals and leads to faster convergence. ...
arXiv:2106.04554v2
fatcat:pjctgoqeffhq7ntyw52jqwfzsy
A True Renaissance Person
2011
Preserved Fulltext
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We presented them all and discussed them." They decided to develop a ballbot that could go fast in all directions, turn around and remain stable. ...
At ZURICH.MINDS, Péter uses a Playstation joystick to direct where Rezero is going. ...
doi:10.5167/uzh-46577
fatcat:mfqqmej42vgmnoo62sulh3u2tm
Manual of Nerve Conduction Studies
2001
Journal of Neurology, Neurosurgery and Psychiatry
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2019; you can also visit the original URL.
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Consequently, a near zero mean drift is likely to occur even though the magnitude of the zero drift in individual cases is large. ...
The recommendation to change the catheter if a long monitoring period is expected to allow for rezeroing is not held up by the data shown in fig 3, which would suggest that there is more likely to be ...
A great deal more is known than at the time of writing of the second edition (1992) , and this new edition reflects the update at all levels. ...
doi:10.1136/jnnp.70.1.138d
fatcat:xlwwjpnhfja6nmciiaz2mn534m
Structure-Aware Abstractive Conversation Summarization via Discourse and Action Graphs
2021
Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
unpublished
Preserved Fulltext
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The file type is application/pdf.
We have publicly released our code at https://github.com/ GT-SALT/Structure-Aware-BART. ...
However, these generated summaries often suffer from insufficient, redundant, or incorrect content, largely due to the unstructured and complex characteristics of human-human interactions. ...
This work is supported in part by grants from Google, Amazon and Salesforce. ...
doi:10.18653/v1/2021.naacl-main.109
fatcat:4jr6kxkyxzd4hlgmkxh65jcera
Hashimoto's encephalopathy responding to plasmapheresis
2001
Journal of Neurology, Neurosurgery and Psychiatry
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2019; you can also visit the original URL.
The file type is application/pdf.
Consequently, a near zero mean drift is likely to occur even though the magnitude of the zero drift in individual cases is large. ...
The recommendation to change the catheter if a long monitoring period is expected to allow for rezeroing is not held up by the data shown in fig 3, which would suggest that there is more likely to be ...
A great deal more is known than at the time of writing of the second edition (1992) , and this new edition reflects the update at all levels. ...
doi:10.1136/jnnp.70.1.132
pmid:11118266
pmcid:PMC1763442
fatcat:tszcdiazl5atdelep3v7sjzumy
Give the Truth: Incorporate Semantic Slot into Abstractive Dialogue Summarization
2021
Findings of the Association for Computational Linguistics: EMNLP 2021
unpublished
Preserved Fulltext
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The file type is application/pdf.
Rezero is all you need: Fast
convergence at large depth. ...
Association is all you need. In Proceedings of the 31st Interna-
for Computing Machinery. ...
doi:10.18653/v1/2021.findings-emnlp.209
fatcat:wd5zsg7m3zdjrocfzdywibresm
VECO: Variable and Flexible Cross-lingual Pre-training for Language Understanding and Generation
2021
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)
unpublished
Preserved Fulltext
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However, much of this work only relies on the shared vocabulary and bilingual contexts to encourage the correlation across languages, which is loose and implicit for aligning the contextual representations ...
For cross-lingual generation tasks, it also outperforms all existing cross-lingual models and state-of-theart Transformer variants on WMT14 Englishto-German and English-to-French translation datasets, ...
Rezero is all you need:
Fast convergence at large depth. arXiv preprint
arXiv:2003.04887.
Xinlei Chen and Kaiming He. 2020.
Exploring
simple siamese representation learning. ...
doi:10.18653/v1/2021.acl-long.308
fatcat:w7twl3ujmjhunac7zrnfh5bjv4
An Investigation Into the Significance of Dissipation in Statistical Mechanics
[article]
2016
Preserved Fulltext
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The statistics of the average are difficult to work with because its value is extremely dependent on rare events. It is often observed to converge with high accuracy to a value less than expected. ...
While the derivation is straightforward, calculation of this quantity is anything but. ...
This happens when the trajectory duration the NPI is estimated at becomes large enough. ...
doi:10.25911/5d76378a139a1
fatcat:mvzmx6capvdz3phswtuvb3cyzu