AI/ML

1. AI Zoo

2. ChatGPT

3. NExT Forum：多模態基礎模型

4. 20-Hour Deep Learning Tutorial

5. Deep Graph Library

6. Dataset

   • Microsoft Coco dataset

   • BDD100K Dataset

   • The KITTI Vision Benchmark Suite (Autonomous Driving Platform) 

7. AI open source from berkeley

• https://bair.berkeley.edu/software.html

8. AI Textbook from Berkeley and codes

• https://bair.berkeley.edu/textbooks.html

• http://aima.cs.berkeley.edu/figures.pdf

• https://github.com/aimacode/aima-python

9. Fall 2023 BAIR Seminar

Communications

1. General Platform

   • ns-3

   • Mininet

   • OMNeT++

2. THz/mmW

   • mmTrace: Millimeter wave ray-tracing

   • THz channel modeling

   • NYU ns3-mmwave

3. RIS

   • SimRIS Channel Simulator

   • WiThRay: RIS Ray Tracing

4. LEO Satellites

   • SAT-LAB

   • SatNOGS

   • Open Access at ESA (LEO)

   • LEO Open data Europe

5. Optimization

   • CVX

   • https://en.wikipedia.org/wiki/Conjugate_gradient_method

   • https://en.wikipedia.org/wiki/Nonlinear_conjugate_gradient_method

   • https://en.wikipedia.org/wiki/Biconjugate_gradient_method

Vehicle

1. Traffic Analysis Tool

2. Autonomous driving simulator CARLA

3. Simulation of Urban MObility

4. Automotive Radar Toolbox

Selected AI Papers

1. Graph Attention

• https://arxiv.org/pdf/2002.05544.pdf

• https://arxiv.org/pdf/2202.12478.pdf

• https://arxiv.org/pdf/1710.10903.pdf

2. Teacher-Student

• https://arxiv.org/pdf/1412.6550.pdf

• https://arxiv.org/pdf/1708.04106.pdf

3. Reinforcemen Learning

   • https://arxiv.org/pdf/1902.08708.pdf

   • https://arxiv.org/pdf/2103.12694.pdf

   • https://arxiv.org/pdf/1911.08044.pdf

   • https://arxiv.org/pdf/1511.05952.pdf

   • https://arxiv.org/pdf/1102.2490.pdf

4. Knowledge Distillation

   • https://arxiv.org/pdf/2009.13303.pdf

   • https://arxiv.org/pdf/2006.05525.pdf

5. Meta Learning

   • https://arxiv.org/pdf/2010.03522.pdf

   • https://arxiv.org/pdf/1908.10400.pdf

6. Federated Learning

   • https://arxiv.org/pdf/2002.07948.pdf

7. Curriculum Learning

   • https://arxiv.org/pdf/2010.13166.pdf

8. Baysian Neural Network

   • https://arxiv.org/pdf/2007.06823.pdf

9. Convergence Analysis

   • https://arxiv.org/pdf/1412.6980v9.pdf

   • https://arxiv.org/pdf/2112.03459.pdf

   • https://arxiv.org/abs/1412.6980v9

10. Others (not classified...)

    • https://arxiv.org/pdf/1603.03234.pdf

    • https://arxiv.org/pdf/1909.11416.pdf

    • https://arxiv.org/pdf/2007.14556v3.pdf