/paper-list

a paper list about smart network

paper-list

A paper list about smart network:point_down:

You can add your recommended papers to this list by category, or you can add papers to the list that will be discussed in advance, so that we can easily understand them in advance to promote discussion.:blush:

Domains Detection

1.A Survey on Malicious Domains Detection through DNS Data Analysis

Network Traffic Classification

1.EBSNN: Extended Byte Segment Neural Network for Network Traffic Classification
2.FLAG: Flow Representation Generator based on Self-supervised Learning for Encrypted Traffic Classification

NAS

1.DARTS: DIFFERENTIABLE ARCHITECTURE SEARCH🌟 🌟 🌟
2.DARTS+: Improved Differentiable Architecture Search with Early Stopping
3.Hardware-aware efficient convnet design via differentiable neural architecture search
4.Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours🌟
5.NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications

Papers to be discussed?:speech_balloon:

2021.11.19
1.FLAG: Flow Representation Generator based on Self-supervised Learning for Encrypted Traffic Classification
2.NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications
3.MobileDets: Searching for Object Detection Architectures for Mobile Accelerators
4.EBSNN: Extended Byte Segment Neural Network for Network Traffic Classification
5.Self-attentive deep learning method for online traffic classification and its interpretability
2021.12.3
1.NetAdaptV2: Efficient Neural Architecture Search with Fast Super-Network Training and Architecture Optimization
2.FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search
3.Trading Accuracy for Simplicity in Decision Trees

some_darts/nas_latency_work

last updated at 2022/3/13 by zhenning shi

A Blog Focused on NAS

A Github Repo of "Awesome Compression Papers"

  1. [ICLR2019]DARTS: Differentiable Architecture Search [code]
  2. [arxiv2019]DARTS+: Improved Differentiable Architecture Search with Early Stopping
  3. [ICCV2019]Resource Constrained Neural Network Architecture Search: Will a Submodularity Assumption Help
  4. [CVPR2020]AOWS: Adaptive and Optimal Network Width Search with Latency Constraints
  5. [ECCV2020]TF-NAS: Rethinking Three Search Freedoms of Latency-Constrained Differentiable Neural Architecture Search
  6. [CVPR2021]DOTS: Decoupling Operation and Topology in Differentiable Architecture Search [code]
  7. [ICLR2021]DARTS-: Robustly Stepping out of Performance Collapse without Indicators [code]