Machine Learning

26 publications
September 2020 | RecSys

Contextual and Sequential User Embeddings for Large-Scale Music Recommendation

Casper Hansen, Christian Hansen, Lucas Maystre, Rishabh Mehrotra, Brian Brost, Federico Tomasi, Mounia Lalmas

August 2020 | KDD

Bandit based Optimization of Multiple Objectives on a Music Streaming Platform

Rishabh Mehrotra, Niannan Xue, Mounia Lalmas

August 2020 | Uncertainty in Artificial Intelligence (UAI)

Stochastic Variational Inference for Dynamic Correlated Topic Models

Federico Tomasi, Praveen Chandar, Gal Levy-Fix, Mounia Lalmas, Zhenwen Dai

July 2020 | IJCAI - International Joint Conference on Artificial Intelligence

Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling

Daniel Stoller, Mi Tian, Sebastian Ewert, and Simon Dixon

July 2020 | WCCI/IJCNN - IEEE World Congress on Computational Intelligence / International Joint Conference on Neural Networks

Using a Neural Network Codec Approximation Loss to Improve Source Separation Performance in Limited Capacity Networks

Ishwarya Ananthabhotla, Sebastian Ewert, Joseph A. Paradiso

April 2020 | ICLR - International Conference on Learning Representations

Training Generative Adversarial Networks from Incomplete Observations using Factorised Discriminators

Daniel Stoller, Sebastian Ewert, Simon Dixon

October 2019 | ACM MM - ACM International Conference on Multimedia

Towards a Perceptual Loss: Using a Neural Network Codec Approximation as a Loss for Generative Audio Models

Ishwarya Ananthabhotla, Sebastian Ewert, Joseph A. Paradiso

September 2019 | ACM Transactions on Intelligent Systems and Technology

An Analysis of Approaches Taken in the ACM RecSys Challenge 2018 for Automatic Music Playlist Continuation

Hamed Zamani, Markus Schedl, Paul Lamere, Ching-Wei Chen

September 2019 | EUSIPCO

Joint Singing Voice Separation and F0 Estimation with Deep U-Net Architectures

Andreas Jansson, Rachel M Bittner, Sebastian Ewert, Tillman Weyde

July 2019 | ICASSP

End-to-End Lyrics Alignment for Polyphonic Music Using An Audio-to-Character Recognition Model

Daniel Stoller, Simon Durand, Sebastian Ewert

May 2019 | ICASSP

Neural Music Synthesis for Flexible Timbre Control

Jong Wook Kim, Rachel Bittner, Aparna Kumar, Juan Pablo Bello

January 2019 | IEEE Signal Processing Magazine

Deep Learning for Audio-Based Music Classification and Tagging

Juhan Nam, Keunwoo Choi, Jongpil Lee, Szu-Yu Chou, Yu-Hsuan Yang

October 2018 | CIKM

Towards a Fair Marketplace: Counterfactual Evaluation of the trade-off between Relevance, Fairness & Satisfaction in Recommendation Systems

Rishabh Mehrotra, James McInerney, Hugues Bouchard, Mounia Lalmas, Fernando Diaz

October 2018 | RecSys

Explore, Exploit, Explain: Personalizing Explainable Recommendations with Bandits

James McInerney, Ben Lacker, Samantha Hansen, Karl Higley, Hugues Bouchard, Alois Gruson, Rishabh Mehrotra

September 2018 | RecSys

Recsys Challenge 2018: Automatic Music Playlist Continuation

Ching-Wei Chen, Paul Lamere, Markus Schedl, Hamed Zamani

September 2018 | ISMIR

Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation

Daniel Stoller, Sebastian Ewert, Simon Dixon.

September 2018 | ISMIR

OpenMIC-2018: an Open Dataset for Multiple Instrument Recognition

Eric J. Humphrey, Simon Durand, Brian McFee

July 2018 | ICASSP

Adversarial Semi-Supervised Audio Source Separation applied to Singing Voice Extraction

Daniel Stoller, Sebastian Ewert, Simon Dixon

July 2018 | LVA/ICA

Jointly Detecting and Separating Singing Voice: A Multi-Task Approach

Daniel Stoller, Sebastian Ewert, Simon Dixon