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Hi all

I am a Ph.D. in the Department of Computer Science and Technology at Tsinghua University, advised by Prof. Lifeng Sun.
I mainly focus on research in multimedia network streaming, including transmitting streams, overlay path construction, and edge-assisted content delivery.

Tianchi Huang's Projects

5gdataset icon 5gdataset

In this work, we present a 5G trace dataset collected from a major Irish mobile operator. The dataset is generated from two mobility patterns (static and car), and across two application patterns(video streaming and file download). The dataset is composed of client-side cellular key performance indicators (KPIs) comprised of channel-related metrics, context-related metrics, cell-related metrics and throughput information. These metrics are generated from a well-known non-rooted Android network monitoring application, G-NetTrack Pro. To the best of our knowledge, this is the first publicly available dataset that contains throughput, channel and context information for 5G networks. To supplement our real-time 5G production network dataset, we also provide a 5G large scale multi-cell ns-3 simulation framework. The availability of the 5G/mmwave module for the ns-3 mmwave network simulator provides an opportunity to improve our understanding of the dynamic reasoning for adaptive clients in 5G multi-cell wireless scenarios. The purpose of our framework is to provide additional information (such as competing metrics for users connected to the same cell), thus providing otherwise unavailable information about the basestation (eNodeB or eNB) environment and scheduling principle, to end user. Our framework permits other researchers to investigate this interaction through the generation of their own synthetic datasets.

a3c icon a3c

Tensorflow implementation of Asynchronous Advantage Actor Critic (A3C) from "Asynchronous Methods for Deep Reinforcement Learning".

a3c_continuous icon a3c_continuous

A continuous action space version of A3C LSTM in pytorch plus A3G design

abr-5g icon abr-5g

Project for Streaming Media 2021

adapter icon adapter

Shim to insulate apps from spec changes and prefix differences. Latest adapter.js release:

aioquic icon aioquic

QUIC and HTTP/3 implementation in Python

amai icon amai

Advanced Melee Artifical Intelligence Mod For Warcraft 3

apollo-11 icon apollo-11

Original Apollo 11 Guidance Computer (AGC) source code for the command and lunar modules.

apprtc icon apprtc

The video chat demo app based on WebRTC

artifact icon artifact

A Variegated Look at 5G in the Wild: Performance, Power, and QoE Implications (SIGCOMM '21)

aws-rl-env icon aws-rl-env

AWS environment for use with reinforcement learning

bandit-algorithms icon bandit-algorithms

Epsilon-greedy, softmax and LinUCB contextual bandit implementations [recommender systems]

bounded-neural-network icon bounded-neural-network

Delay-Constrained Rate Control for Real-Time Video Streaming with Bounded Neural Network[NOSSDAV'18]

bscv-dataset icon bscv-dataset

Official repository for the paper titled "Bitstream-corrupted Video Recovery: A Novel Benchmark Dataset and Method", accepted by NeurIPS 2023 Dataset and Benchmark Track

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