confiwent

BayesMPC

The implementation of "Uncertainty-Aware Robust Adaptive Video Streaming with Bayesian Neural Network and Model Predictive Control" (NOSSDAV 2021)

NeuralABR-Pensieve-PPO-MAML

Reimplementing existing learning-based ABR algorithms for dynamic video streaming. These algorithms were implemented with Pytorch and python3

merina

Implementation of Improving Generalization for Neural Adaptive Video Streaming via Meta Reinforcement Learning - N. Kan et al. (ACM MM22)

Real-world-bandwidth-traces

Real-world network throughputs traces used in MERINA(+)

Topology_Zoo_dataset

A dataset of network topology, including the nodes/edges features and traffic matrices.

Comyco_Reimplement

A re-implemetation of Comyco(ACMMM19' Huang, et al.). The QoE metric is simplified to the linear and objective measurement.

ai-deadlines

:alarm_clock: AI conference deadline countdowns

merina-plus

Implementation of the paper "MERINA+: Improving Generalization for Neural Video Adaptation via Information-Theoretic Meta-Reinforcement Learning" - N. Kan, et. al., 2023

neuroplan_simu

A variant of neuroplan that uses synthesized datasets (based on the Topology Zoo)

AcademicPages

al-folio

A beautiful, simple, clean, and responsive Jekyll theme for academics

CacheGen

CMSD-DASH

DiffuStereo

This repository is the official implementation of DiffuStereo: High Quality Human Reconstruction via Diffusion-based Stereo Using Sparse Cameras.

DIFUSCO

Code for "DIFUSCO: Graph-based Diffusion Solvers for Combinatorial Optimization"

ecole

Extensible Combinatorial Optimization Learning Environments

Env_abr_accelerating

Using jit to accelerate abr environments

GDSS_study

Official Code Repository for the paper "Score-based Generative Modeling of Graphs via the System of Stochastic Differential Equations" (ICML 2022)

Genet

The repository of Genet project.

GNN-GBDT-Guided-Fast-Optimizing-Framework

GNN&GBDT-Guided Fast Optimizing Framework for Large-scale Integer Programming(Ye et al., ICML 2023): https://openreview.net/pdf?id=tX7ajV69wt

Grace

GraphScoreMatching

Official implementation for the paper: Permutation Invariant Graph Generation via Score-Based Generative Modeling

learn2branch

Exact Combinatorial Optimization with Graph Convolutional Neural Networks (NeurIPS 2019)

learn2branch-ecole

Reimplementation of "Exact Combinatorial Optimization with Graph Convolutional Neural Networks" (NeurIPS 2019)

learn2comparenodes

Learning to Compare Nodes in Branch and Bound with Graph Neural Networks (NeurIPS 2022)

pensieve

Neural Adaptive Video Streaming with Pensieve (SIGCOMM '17)

pytorch-a2c-ppo-acktr-gail

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

ringmaster

Videoconferencing research platform

txt2vid

codes for "Txt2Vid: Ultra-Low Bitrate Compression of Talking-Head Videos via Text"

Wav2Lip

This repository contains the codes of "A Lip Sync Expert Is All You Need for Speech to Lip Generation In the Wild", published at ACM Multimedia 2020.