output
20112026
most citedGeometric deep learning: going beyond Euclidean data

3.7k citations

Showing 2019Show all

67 papers · 1 filter

cs.CL2019★ 461 cited

Libri-Light: A Benchmark for ASR with Limited or No Supervision

Jacob Kahn, Morgane Rivière, Weiyi Zheng +12

We introduce a new collection of spoken English audio suitable for training speech recognition systems under limited or no supervision. It is derived from open-source audio books f…

stat.ML2019

Statistical Testing on ASR Performance via Blockwise Bootstrap

Zhe Liu, Fuchun Peng

A common question being raised in automatic speech recognition (ASR) evaluations is how reliable is an observed word error rate (WER) improvement comparing two ASR systems, where s…

cs.CV2019★ 10 cited

Listen to Look: Action Recognition by Previewing Audio

Ruohan Gao, Tae-Hyun Oh, Kristen Grauman +1

In the face of the video data deluge, today's expensive clip-level classifiers are increasingly impractical. We propose a framework for efficient action recognition in untrimmed vi…

cs.AI2019★ 44 cited

Simplified Action Decoder for Deep Multi-Agent Reinforcement Learning

Hengyuan Hu, Jakob N Foerster

In recent years we have seen fast progress on a number of benchmark problems in AI, with modern methods achieving near or super human performance in Go, Poker and Dota. One common…

cs.CV2019★ 250 cited

Self-Supervised Learning by Cross-Modal Audio-Video Clustering

Humam Alwassel, Dhruv Mahajan, Bruno Korbar +3

Visual and audio modalities are highly correlated, yet they contain different information. Their strong correlation makes it possible to predict the semantics of one from the other…

cs.CV2019★ 9 cited

Fine-grained Synthesis of Unrestricted Adversarial Examples

Omid Poursaeed, Tianxing Jiang, Yordanos Goshu +3

We propose a novel approach for generating unrestricted adversarial examples by manipulating fine-grained aspects of image generation. Unlike existing unrestricted attacks that typ…