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

no code implementations • 4 Dec 2019 • Joyce Fang, Martin Ellis, Bin Li, Siyao Liu, Yasaman Hosseinkashi, Michael Revow, Albert Sadovnikov, Ziyuan Liu, Peng Cheng, Sachin Ashok, David Zhao, Ross Cutler, Yan Lu, Johannes Gehrke

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

reinforcement-learning Reinforcement Learning (RL)

CS-BERT: a pretrained model for customer service dialogues

no code implementations • EMNLP (NLP4ConvAI) 2021 • Peiyao Wang, Joyce Fang, Julia Reinspach

Large-scale pretrained transformer models have demonstrated state-of-the-art (SOTA) performance in a variety of NLP tasks.