6 papers
Offline Meta-learning for Real-time Bandwidth Estimation
Aashish Gottipati, Sami Khairy, Yasaman Hosseinkashi +4
Real-time video applications require dynamic bitrate adjustments based on network capacity, necessitating accurate bandwidth estimation (BWE). We introduce Ivy, a novel BWE method…
Dynamic Pacing for Real-time Satellite Traffic
Aashish Gottipati, Lili Qiu
Google's congestion control (GCC) has become a cornerstone for real-time video and audio communication, yet its performance remains fragile in emerging Low Earth Orbit (LEO) networ…
Congestion Control System Optimization with Large Language Models
Zhiyuan He, Aashish Gottipati, Lili Qiu +2
Congestion control is a fundamental component of Internet infrastructure, and researchers have dedicated considerable effort to developing improved congestion control algorithms. H…
Offline to Online Learning for Real-Time Bandwidth Estimation
Aashish Gottipati, Sami Khairy, Gabriel Mittag +2
Real-time video applications require accurate bandwidth estimation (BWE) to maintain user experience across varying network conditions. However, increasing network heterogeneity ch…
FlexRDZ: Autonomous Mobility Management for Radio Dynamic Zones
Aashish Gottipati, Jacobus Van der Merwe
FlexRDZ is an online, autonomous manager for radio dynamic zones (RDZ) that seeks to enable the safe operation of RDZs through real-time control of deployed test transmitters. Flex…
Designing Network Algorithms via Large Language Models
Zhiyuan He, Aashish Gottipati, Lili Qiu +4
We introduce NADA, the first framework to autonomously design network algorithms by leveraging the generative capabilities of large language models (LLMs). Starting with an existin…