Hamiltonian Generative Networks - anokhi_w02_hamiltonian_generative_networks.pdf
The Thermodynamic Variational Objective - anokhi_w03_thermodynamic_variational_objective.pdf
Tighter Variational Bounds are Not Necessarily Better - anokhi_w04_tighter_variational_bounds_are_not_necessarily_better.pdf
Wasserstein Auto-Encoders - anokhi_w09_wasserstein_autoencoders.pdf
From Variational to Deterministic Autoencoders - anokhi_w12_variational_to_deterministic_autoencoders.pdf
Generating Diverse High-Fidelity Images with VQ-VAE-2 - anokhi_w15_vqvae2.pdf
Avoiding Latent Variable Collapse With Generative Skip Models - sun694_w02_latent_skip_notes.pdf
Balancing Reconstruction Quality and Regularisation in ELBO for VAEs - sun694_w04_balancing_reconstruction.pdf
Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations - sun694_w05_challenging_assumptions.pdf
Adversarial Autoencoders - sun694_w06_adversarial_autoencoders.pdf
Improving VAE generations of multimodal data through data-dependent conditional priors - sun694_w07_conditional_priors.pdf
Wasserstein GAN - bun_w09_wasserstein_gan.pdf
Generative Adversarial User Model for Reinforcement Learning Based Recommendation System - michael_w07_gan_recommendation.pdf
StyleGAN - sun694_w15_style_gan.pdf
Analyzing and Improving the Image Quality of StyleGAN - sun694_w15_style_gan2.pdf
Discrete Flows: Invertible Generative Models of Discrete Data - sun694_w03_discrete_flows.pdf
A Multilingual View of Unsupervised Machine Translation - sun694_w08_multilingual_translation.pdf
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding - sun694_w10_BERT.pdf
MASS: Masked Sequence to Sequence Pre-training for Language Generation - sun694_w11_MASS.pdf
Aesthetic Image Captioning From Weakly-Labelled Photographs - sun694_w12_aesthetic_image_captioning.pdf
Large Memory Layers with Product Keys - sun694_w17_large_memory_layers.pdf
The Curious Case of Neural Text Degeneration - sun694_w19_neural_text_degeneration.pdf
Word Translation Without Parallel Data - sun694_w22_aligning_embeddings.pdf
Automatic Chemical Design Using a Data-Driven Continuous Representation of Molecules - sun694_w23_molecule_generation.pdf
Image Transformer - sun694_w26_image_transformer.pdf
Attention Is All You Need - michael_w08_attn_is_all_you_need.pdf
All of these notes are from a reading group that happens once a week, monday 7pm CST at discord.sg/ai
It is completely public, presenting not neccessary. We average ~15+ people per gathering, present notes, then answer questions, focusing on intuition.
Collaborators' githubs:
Sun694: https://github.com/Sun694/
Michael: https://github.com/MouseAndKeyboard/