most citedReinforcement learning for bandwidth estimation and congestion control in real-time communications

25 citations · 56 across the 5 of their papers we have counts for

collaborators

9 papers

eess.AS2020

DNN No-Reference PSTN Speech Quality Prediction

Gabriel Mittag, Ross Cutler, Yasaman Hosseinkashi +4

Classic public switched telephone networks (PSTN) are often a black box for VoIP network providers, as they have no access to performance indicators, such as delay or packet loss.…

cs.CY20203 cited

Lumos: A Library for Diagnosing Metric Regressions in Web-Scale Applications

Jamie Pool, Ebrahim Beyrami, Vishak Gopal +7

Web-scale applications can ship code on a daily to weekly cadence. These applications rely on online metrics to monitor the health of new releases. Regressions in metric values nee…

eess.AS202017 cited

Weighted Speech Distortion Losses for Neural-network-based Real-time Speech Enhancement

Yangyang Xia, Sebastian Braun, Chandan K. A. Reddy +3

This paper investigates several aspects of training a RNN (recurrent neural network) that impact the objective and subjective quality of enhanced speech for real-time single-channe…

cs.SD2020

The INTERSPEECH 2020 Deep Noise Suppression Challenge: Datasets, Subjective Speech Quality and Testing Framework

Chandan K. A. Reddy, Ebrahim Beyrami, Harishchandra Dubey +10

The INTERSPEECH 2020 Deep Noise Suppression Challenge is intended to promote collaborative research in real-time single-channel Speech Enhancement aimed to maximize the subjective…

cs.NI201925 cited

Reinforcement learning for bandwidth estimation and congestion control in real-time communications

Joyce Fang, Martin Ellis, Bin Li +11

Bandwidth estimation and congestion control for real-time communications (i.e., audio and video conferencing) remains a difficult problem, despite many years of research. Achieving…

cs.SD2019

A scalable noisy speech dataset and online subjective test framework

Chandan K. A. Reddy, Ebrahim Beyrami, Jamie Pool +3

Background noise is a major source of quality impairments in Voice over Internet Protocol (VoIP) and Public Switched Telephone Network (PSTN) calls. Recent work shows the efficacy…