Audio Tagging using Linear Noise Modelling Layer. - Shubhr Singh; Arjun Pankajakshan; Emmanouil Benetos (DCASE, 2019)

Few-Shot Bioacoustic Event Detection: A New Task at the DCASE 2021 Challenge. - Veronica Morfi; Inês Nolasco; Vincent Lostanlen; Shubhr Singh; Ariana Strandburg-Peshkin; Lisa F. Gill; Hanna Pamula; David Benvent; Dan Stowell (DCASE, 2021)

Prototypical Networks for Domain Adaptation in Acoustic Scene Classification. - Shubhr Singh; Helen L. Bear; Emmanouil Benetos (ICASSP, 2021)

Few-Shot Bioacoustic Event Detection at the DCASE 2022 Challenge. - Inês Nolasco; Shubhr Singh; E. Vidaña-Villa; Emily Grout; J. Morford; Michael G. Emmerson; Frants H. Jensen; Ivan Kiskin; Helen Whitehead; Ariana Strandburg-Peshkin; Lisa F. Gill; Hanna Pamula; et al. (DCASE, 2022)

Hypernetworks for Sound event Detection: a Proof-of-Concept. - Shubhr Singh; Huy Phan; Emmanouil Benetos (EUSIPCO, 2022)

Perceptual Musical Similarity Metric Learning with Graph Neural Networks. - Cyrus Vahidi; Shubhr Singh; Emmanouil Benetos; Huy Phan; Dan Stowell; György Fazekas; Mathieu Lagrange (WASPAA, 2023)

Learning to detect an animal sound from five examples. - Inês Nolasco; Shubhr Singh; Veronica Morfi; Vincent Lostanlen; Ariana Strandburg-Peshkin; Ester Vidaña-Vila; Lisa F. Gill; Hanna Pamula; Helen Whitehead; Ivan Kiskin; Frants H. Jensen; Joe Morford; et al. (CoRR, 2023)

Few-shot bioacoustic event detection at the DCASE 2023 challenge. - Inês Nolasco; Burooj Ghani; Shubhr Singh; Ester Vidaña-Vila; Helen Whitehead; Emily Grout; Michael G. Emmerson; Frants H. Jensen; Ivan Kiskin; Joe Morford; Ariana Strandburg-Peshkin; Lisa F. Gill; et al. (CoRR, 2023)

Learning to detect an animal sound from five examples. - Inês Nolasco; Shubhr Singh; Veronica Morfi; Vincent Lostanlen; Ariana Strandburg-Peshkin; Ester Vidaña-Vila; Lisa F. Gill; Hanna Pamula; Helen Whitehead; Ivan Kiskin; Frants H. Jensen; Joe Morford; et al. (Ecol. Informatics, 2023)

ST-ITO: Controlling Audio Effects for Style Transfer With Inference-Time Optimization. - Christian J. Steinmetz; Shubhr Singh; Marco Comunità; Ilias Ibnyahya; Shanxin Yuan; Emmanouil Benetos; Joshua D. Reiss (ISMIR, 2024)

ATGNN: Audio Tagging Graph Neural Network. - Shubhr Singh; Christian J. Steinmetz; Emmanouil Benetos; Huy Phan; Dan Stowell (IEEE Signal Process. Lett., 2024)

GraFPrint: A GNN-Based Approach for Audio Identification. - Aditya Bhattacharjee; Shubhr Singh; Emmanouil Benetos (ICASSP, 2025)

LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging. - Shubhr Singh; Emmanouil Benetos; Huy Phan; Dan Stowell (ICASSP, 2025)