output
20142026
most citedBootstrap your own latent: A new approach to self-supervised Learning

3.4k citations

Showing 2019Show all

18 papers · 1 filter

stat.ML20199 cited

Solving Bernoulli Rank-One Bandits with Unimodal Thompson Sampling

Cindy Trinh, Emilie Kaufmann, Claire Vernade +1

Stochastic Rank-One Bandits (Katarya et al, (2017a,b)) are a simple framework for regret minimization problems over rank-one matrices of arms. The initially proposed algorithms are…

eess.AS201915 cited

Recurrent Neural Network Transducer for Audio-Visual Speech Recognition

Takaki Makino, Hank Liao, Yannis Assael +4

This work presents a large-scale audio-visual speech recognition system based on a recurrent neural network transducer (RNN-T) architecture. To support the development of such a sy…

cs.LG20195 cited

Fixed-Confidence Guarantees for Bayesian Best-Arm Identification

Xuedong Shang, Rianne de Heide, Emilie Kaufmann +2

We investigate and provide new insights on the sampling rule called Top-Two Thompson Sampling (TTTS). In particular, we justify its use for fixed-confidence best-arm identification…

cs.CV2019

Controllable Attention for Structured Layered Video Decomposition

Jean-Baptiste Alayrac, João Carreira, Relja Arandjelović +1

The objective of this paper is to be able to separate a video into its natural layers, and to control which of the separated layers to attend to. For example, to be able to separat…

cs.RO20199 cited

Self-Supervised Sim-to-Real Adaptation for Visual Robotic Manipulation

Rae Jeong, Yusuf Aytar, David Khosid +5

Collecting and automatically obtaining reward signals from real robotic visual data for the purposes of training reinforcement learning algorithms can be quite challenging and time…

cs.LG2019120 cited

Low Bit-Rate Speech Coding with VQ-VAE and a WaveNet Decoder

Cristina Gârbacea, Aäron van den Oord, Yazhe Li +4

In order to efficiently transmit and store speech signals, speech codecs create a minimally redundant representation of the input signal which is then decoded at the receiver with…