DeepWok Paper Collection

Maintained by members at DeepWok

A repository for curated lists of papers that is relevant to our research, for a quick summary of the topics:

• Trends

• Large Language Models

  • Models and Architectures
  • Long Range Transformers
  • Quantization
  • Parameter Efficient Finetuning
  • LLMs and Graph

• Vision Transformers

  • Models and Architectures
  • Hardware Accelerators

• Neural Implicit Representation

  • Nerf

• Graph Representational Learning

  • Models and Architectures

• Diffusion and score based generative models

• AI4Science

  • Genomics

A collection of other awesome lists, some of these lists are no longer under actively maintained:

• Awesome Architecture Search
• Awesome Adversarial Machine Learning
• Awesome Computer Vision

General coding and learning pointers

• Modern C++
• CUDA, The official guide
• Advanced Computer Architecture by Prof. Paul Kelly
• SystemVerilog Central, relatively scarce quality learning materials, ASIC-world is maybe your best bet for the syntax learning.
• Operating Systems, from University of Wisconsin-Madison, short and concise.