Improved music feature learning with deep neural networks. - Siddharth Sigtia; Simon Dixon (ICASSP, 2014)

An RNN-based Music Language Model for Improving Automatic Music Transcription. - Siddharth Sigtia; Emmanouil Benetos; Srikanth Cherla; Tillman Weyde; Artur S. d'Avila Garcez; Simon Dixon (ISMIR, 2014)

A Denoising Autoencoder that Guides Stochastic Search. - Alexander W. Churchill; Siddharth Sigtia; Chrisantha Fernando (CoRR, 2014)

A hybrid recurrent neural network for music transcription. - Siddharth Sigtia; Emmanouil Benetos; Nicolas Boulanger-Lewandowski; Tillman Weyde; Artur S. d'Avila Garcez; Simon Dixon (ICASSP, 2015)

Audio Chord Recognition with a Hybrid Recurrent Neural Network. - Siddharth Sigtia; Nicolas Boulanger-Lewandowski; Simon Dixon (ISMIR, 2015)

Chime-home: A dataset for sound source recognition in a domestic environment. - Peter Foster; Siddharth Sigtia; Sacha Krstulovic; Jon Barker; Mark D. Plumbley (WASPAA, 2015)

An End-to-End Neural Network for Polyphonic Music Transcription. - Siddharth Sigtia; Emmanouil Benetos; Simon Dixon (CoRR, 2015)

Learning to Generate Genotypes with Neural Networks. - Alexander W. Churchill; Siddharth Sigtia; Chrisantha Fernando (CoRR, 2016)

Fully Deep Neural Networks Incorporating Unsupervised Feature Learning for Audio Tagging. - Yong Xu 004; Qiang Huang 007; Wenwu Wang 001; Peter Foster; Siddharth Sigtia; Philip J. B. Jackson; Mark D. Plumbley (CoRR, 2016)

An End-to-End Neural Network for Polyphonic Piano Music Transcription. - Siddharth Sigtia; Emmanouil Benetos; Simon Dixon (IEEE ACM Trans. Audio Speech Lang. Process., 2016)

Automatic Environmental Sound Recognition: Performance Versus Computational Cost. - Siddharth Sigtia; Adam M. Stark; Sacha Krstulovic; Mark D. Plumbley (IEEE ACM Trans. Audio Speech Lang. Process., 2016)

Unsupervised Feature Learning Based on Deep Models for Environmental Audio Tagging. - Yong Xu 004; Qiang Huang 007; Wenwu Wang 001; Peter Foster; Siddharth Sigtia; Philip J. B. Jackson; Mark D. Plumbley (IEEE ACM Trans. Audio Speech Lang. Process., 2017)

Neural networks for analysing music and environmental audio. - Siddharth Sigtia (2017)

Generalised Discriminative Transform via Curriculum Learning for Speaker Recognition. - Erik Marchi; Stephen Shum; Kvuveon Hwang; Sachin Kajarekar; Siddharth Sigtia; Hywel Richards; Rob Haynes; Yoon Kim; John Bridle (ICASSP, 2018)

Efficient Voice Trigger Detection for Low Resource Hardware. - Siddharth Sigtia; Rob Haynes; Hywel Richards; Erik Marchi; John Bridle (INTERSPEECH, 2018)

Multi-Task Learning for Voice Trigger Detection. - Siddharth Sigtia; Pascal Clark; Rob Haynes; Hywel Richards; John Bridle (ICASSP, 2020)

Multi-Task Learning for Speaker Verification and Voice Trigger Detection. - Siddharth Sigtia; Erik Marchi; Sachin Kajarekar; Devang Naik; John Bridle (ICASSP, 2020)

Hybrid Transformer/CTC Networks for Hardware Efficient Voice Triggering. - Saurabh Adya; Vineet Garg; Siddharth Sigtia; Pramod Simha; Chandra Dhir (INTERSPEECH, 2020)

Progressive Voice Trigger Detection: Accuracy vs Latency. - Siddharth Sigtia; John Bridle; Hywel Richards; Pascal Clark; Erik Marchi; Vineet Garg (ICASSP, 2021)

Streaming Transformer for Hardware Efficient Voice Trigger Detection and False Trigger Mitigation. - Vineet Garg; Wonil Chang; Siddharth Sigtia; Saurabh Adya; Pramod Simha; Pranay Dighe; Chandra Dhir (Interspeech, 2021)

Improving Voice Trigger Detection with Metric Learning. - Prateeth Nayak; Takuya Higuchi; Anmol Gupta; Shivesh Ranjan; Stephen Shum; Siddharth Sigtia; Erik Marchi; Varun Lakshminarasimhan; Minsik Cho; Saurabh Adya; Chandra Dhir; Ahmed H. Tewfik (INTERSPEECH, 2022)

Multimodal Data and Resource Efficient Device-Directed Speech Detection with Large Foundation Models. - Dominik Wagner 002; Alexander W. Churchill; Siddharth Sigtia; Panayiotis G. Georgiou; Matt Mirsamadi; Aarshee Mishra; Erik Marchi (CoRR, 2023)

A Multimodal Approach to Device-Directed Speech Detection with Large Language Models. - Dominik Wagner 002; Alexander W. Churchill; Siddharth Sigtia; Panayiotis G. Georgiou; Matt Mirsamadi; Aarshee Mishra; Erik Marchi (ICASSP, 2024)

SELMA: A Speech-Enabled Language Model for Virtual Assistant Interactions. - Dominik Wagner 002; Alexander W. Churchill; Siddharth Sigtia; Erik Marchi (ICASSP, 2025)