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AndyJZhao committed Sep 5, 2024
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url: https://arxiv.org/abs/2211.01910
- date: Nov.<br>11, 08
topics:
- name: Generative Models I
- name: Generative Models
# url: https://www.dropbox.com/s/nf4ohrqjqg7rb66/Week10-Graph-part2.pdf?dl=0
readings:
- name: Evidence Lower Bound ELBO — What & Why
url: https://yunfanj.com/blog/2021/01/11/ELBO.html
- name: From Autoencoder to Beta-VAE
url: https://lilianweng.github.io/posts/2018-08-12-vae/
- name: From GAN to WGAN
url: https://lilianweng.github.io/posts/2017-08-20-gan/
- name: Understanding Failure Modes of GAN Training
url: https://medium.com/game-of-bits/understanding-failure-modes-of-gan-training-eae62dbcf1dd
references:
- name: VAE
url: https://arxiv.org/abs/1312.6114
- name: Evidence Lower Bound ELBO — What & Why (Blog)
url: https://yunfanj.com/blog/2021/01/11/ELBO.html
- name: GAN
url: https://arxiv.org/abs/1406.2661
- name: Diffusion Probabilistic Model
url: https://arxiv.org/abs/2006.11239
references:
- name: beta-VAE
url: https://openreview.net/pdf?id=Sy2fzU9gl
- name: CycleGAN
url: https://arxiv.org/pdf/1703.10593
- name: Latent Diffusion
url: https://arxiv.org/abs/2112.10752
#- name: From Autoencoder to Beta-VAE
# url: https://lilianweng.github.io/posts/2018-08-12-vae/
#- name: From GAN to WGAN
# url: https://lilianweng.github.io/posts/2017-08-20-gan/
#- name: Understanding Failure Modes of GAN Training
# url: https://medium.com/game-of-bits/understanding-failure-modes-of-gan-training-eae62dbcf1dd
- date: Nov.<br>18, 15
topics:
- name: Diffusion, text-to-image generation
- name: Multi-modal Learning
# url: https://www.dropbox.com/s/nf4ohrqjqg7rb66/Week10-Graph-part2.pdf?dl=0
readings:
- name: Hands-on Notebooks "Diffusion Models from Scratch"
url: https://colab.research.google.com/github/huggingface/diffusion-models-class/blob/main/unit1/02_diffusion_models_from_scratch.ipynb
- name: How to Use DALL-E 3 Tips, Examples, and Features
url: https://www.datacamp.com/tutorial/an-introduction-to-dalle3
- name: Sora
url: https://openai.com/index/sora/
- name: Kling
url: https://kling.kuaishou.com/en
references:
- name: Diffusion Probabilistic Model
url: https://arxiv.org/abs/2006.11239
- name: DALL·E3
url: https://cdn.openai.com/papers/dall-e-3.pdf
- name: Sora
url: https://arxiv.org/pdf/2402.17177
#- name: Sora
# url: https://openai.com/index/sora/
- name: Kling
url: https://kling.kuaishou.com/en
- name: Flamingo
url: https://arxiv.org/abs/2204.14198
references:
- name: LLaVA
url: https://arxiv.org/abs/2304.08485
- name: InstructBLIP
url: https://arxiv.org/abs/2305.06500
#- name: Hands-on Notebooks "Diffusion Models from Scratch"
# url: https://colab.research.google.com/github/huggingface/diffusion-models-class/blob/main/unit1/02_diffusion_models_from_scratch.ipynb
#- name: How to Use DALL-E 3 Tips, Examples, and Features
# url: https://www.datacamp.com/tutorial/an-introduction-to-dalle3

- date: Nov.<br>25, 22
topics:
- name: Graph Representation Learning
# url: https://www.dropbox.com/s/3e09x5i9wyn8q3c/Week9-Graph-part1.pdf?dl=0
readings:
- name: Design Space for Graph Neural Networks
url: https://arxiv.org/pdf/2011.08843
- name: A Comprehensive Survey on Graph Neural Networks
url: https://arxiv.org/abs/1901.00596
- name: GCN
url: https://arxiv.org/pdf/1609.02907
#- name: Design Space for Graph Neural Networks
# url: https://arxiv.org/pdf/2011.08843
#- name: A Comprehensive Survey on Graph Neural Networks
# url: https://arxiv.org/abs/1901.00596
- name: Graph Neural Networks Implementation Tutorial
url: https://uvadlc-notebooks.readthedocs.io/en/latest/tutorial_notebooks/tutorial7/GNN_overview.html
references:
- name: DeepWalk
url: https://arxiv.org/pdf/1403.6652
- name: LINE
url: https://arxiv.org/pdf/1503.03578
- name: GCN
url: https://arxiv.org/pdf/1609.02907
# - name: Bayesian Personalized Ranking
# url: https://arxiv.org/abs/1205.2618
# - name: Factorization Machines
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