Methods › General › Feedforward Networks › Highway Network

Highway Network

91 papers tagged archive 2025-07-28

Introduced by Rupesh Kumar Srivastava et al. in Highway Networks

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

A Highway Network is an architecture designed to ease gradient-based training of very deep networks. They allow unimpeded information flow across several layers on "information highways". The architecture is characterized by the use of gating units which learn to regulate the flow of information through a network. Highway networks with hundreds of layers can be trained directly using stochastic gradient descent and with a variety of activation functions.

PaperSourceSee Code · kefirski/pytorch_Highway

Papers archive 2025-07-28

30 shown of 91, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Tasks archive 2025-07-28

20 shown of 84 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
Speech Synthesis43
Text to Speech41
text-to-speech41
Text-To-Speech Synthesis15
Decoder11
Language Modelling6
Sentence6
Speech Recognition5
Transfer Learning5
Voice Cloning5
Language Modeling4
Voice Conversion4
speech-recognition4
Audio Synthesis3
Expressive Speech Synthesis3
GPU3
Prediction3
All2
CPU2
Data Augmentation2

Usage over time archive 2025-07-28

Papers per year tagged with Highway Network: 2015 to 2025, peak 16 16 0 2015: 3 papers 2015 2016: 1 paper 2016 2017: 5 papers 2017 2018: 13 papers 2018 2019: 9 papers 2019 2020: 16 papers 2020 2021: 13 papers 2021 2022: 9 papers 2022 2023: 12 papers 2023 2024: 9 papers 2024 2025: 1 paper 2025
Papers per year the archive tags with this method, by the paper's archive date (91 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Feedforward Networks

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