36 citations · 39 across the 3 of their papers we have counts for
5 papers
HEAR: Holistic Evaluation of Audio Representations
Joseph Turian, Jordie Shier, Humair Raj Khan +20
What audio embedding approach generalizes best to a wide range of downstream tasks across a variety of everyday domains without fine-tuning? The aim of the HEAR benchmark is to dev…
One Billion Audio Sounds from GPU-enabled Modular Synthesis
Joseph Turian, Jordie Shier, George Tzanetakis +2
We release synth1B1, a multi-modal audio corpus consisting of 1 billion 4-second synthesized sounds, paired with the synthesis parameters used to generate them. The dataset is 100x…
I'm Sorry for Your Loss: Spectrally-Based Audio Distances Are Bad at Pitch
Joseph Turian, Max Henry
Growing research demonstrates that synthetic failure modes imply poor generalization. We compare commonly used audio-to-audio losses on a synthetic benchmark, measuring the pitch d…
Experience Grounds Language
Yonatan Bisk, Ari Holtzman, Jesse Thomason +9
Language understanding research is held back by a failure to relate language to the physical world it describes and to the social interactions it facilitates. Despite the incredibl…
Theano: A Python framework for fast computation of mathematical expressions
The Theano Development Team, Rami Al-Rfou, Guillaume Alain +110
Theano is a Python library that allows to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. Since its introduction, it has bee…