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Semester2 2024 Reading Group

Goals.

  1. create a strong background required for research in ML Efficiency, vector database, etc
  2. Get acquainted with promising approaches for ML Efficiency
  3. Formulate new ideas to work on in Semester2 2024
  4. Unanswered questions doc (doc)

List of readings

Paper Read by Presenter Presentation date Slides
High Dimensional Spaces Everyone Zhenghui Guo 16 Sep 2024 Slides
Curse of Dimensionality Blessing of Dimensionality Everyone Jiabao Han 23 Sep 2024 Note
Generative adversarial nets Everyone Xinyu Yang 30 SEP 2024
Towards Efficient Generative Large Language Model Serving:A Survey from Algorithms to Systems TBA Zhenghui Guo 14 OCT 2024 Slides
Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph Everyone Jiabao Han 21 Oct 2024
Imagenet-classification-with-deep-convolutional-neural-networks Everyone Xinyu Yang 28 Oct 2024 notes
Vector Database Management Techniques and Systems Everyone Bairu Pan 3 Nov 2024 notes

Themes (Ignore the order of papers)

Surveys

Efficient Attention

Distributed ML

Other interesting links

  1. Interactive linear algebra
  2. Plot 3D graphs online
  3. Plot 2D graphs online
  4. ANN-Benchmarks
  5. Intelligence at the Edge of Chaos