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Siddharth Sigtia

15 papers hereh-index 151.1k citations25 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author6
  • middle author9

Across the 15 of 15 papers where every author was matched, so the position is known.

fields
  • cs.SD5
  • eess.AS5
  • cs.NE2
  • cs.CL1
  • cs.LG1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20142025
most citedUnsupervised Feature Learning Based on Deep Models for Environmental Audio Tagging

86 citations · 220 across the 13 of their papers we have counts for

collaborators
Showing 2014Show all

2 papers · 1 filter

cs.LG2014

A Hybrid Recurrent Neural Network For Music Transcription

Siddharth Sigtia, Emmanouil Benetos, Nicolas Boulanger-Lewandowski +3

We investigate the problem of incorporating higher-level symbolic score-like information into Automatic Music Transcription (AMT) systems to improve their performance. We use recur…

cs.NE2014★ 6 cited

A Denoising Autoencoder that Guides Stochastic Search

Alexander W. Churchill, Siddharth Sigtia, Chrisantha Fernando

An algorithm is described that adaptively learns a non-linear mutation distribution. It works by training a denoising autoencoder (DA) online at each generation of a genetic algori…

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