2021 Network Compression Information Guide

  1. Introduction of 2021 Network Compression
  2. Important Facts
  3. History
  4. Full Guide
  5. Final Thoughts

Introduction of 2021 Network Compression

Details 【機器學習2021】神經網路壓縮 (Network Compression) (二) - 從各種不同的面向來壓縮神經網路 News
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Important Facts

[ML 2021 (English version)] Lecture 35: Network Compression (1/2) News
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History

Information Group Sparsity: The Hinge Between Filter Pruning and Decomposition for Network Compression Guide
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Automatic Neural Network Compression by Sparsity-Quantization Joint Learning: A Constrained...
Automatic Neural Network Compression by Sparsity-Quantization Joint Learning: A Constrained...
[ML 2021 (English version)] Lecture 36: Network Compression (2/2)
[ML 2021 (English version)] Lecture 36: Network Compression (2/2)
ICPP-EMS: Support Convolution of CNN with Compression Sparse Matrix Multiplication Flow in TVM
ICPP-EMS: Support Convolution of CNN with Compression Sparse Matrix Multiplication Flow in TVM
Network Compression (1/6)
Network Compression (1/6)
Seminar in Computer Architecture - Session 6: Deep Compression & SneakySnake  (Spring 2021)
Seminar in Computer Architecture - Session 6: Deep Compression & SneakySnake (Spring 2021)
Thiago Serra - Scaling Up Exact Neural Network Compression by ReLU Stability - talk at MIP 2021
Thiago Serra - Scaling Up Exact Neural Network Compression by ReLU Stability - talk at MIP 2021
ASoC 2021: What can compression teach us about deep learning generalization
ASoC 2021: What can compression teach us about deep learning generalization
Neural Network Compression – Dmitri Puzyrev
Neural Network Compression – Dmitri Puzyrev
Network compression and acceleration | Part I
Network compression and acceleration | Part I
tinyMLSummit 2021 Qualcomm Tutorial: Advanced network quantization and compression through the AIMET
tinyMLSummit 2021 Qualcomm Tutorial: Advanced network quantization and compression through the AIMET
【機器學習2021】神經網路壓縮 (Network Compression) (一) - 類神經網路剪枝 (Pruning) 與大樂透假說 (Lottery Ticket Hypothesis)
【機器學習2021】神經網路壓縮 (Network Compression) (一) - 類神經網路剪枝 (Pruning) 與大樂透假說 (Lottery Ticket Hypothesis)

Full Guide

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Last Updated: September 28, 2026

Final Thoughts

SIGGRAPH 2021: Direct Delta Mush Compression Guide
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Summary

speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/tiny_v7.pdf. Authors: Yawei Li, Shuhang Gu, Christoph Mayer, Luc Van Gool, Radu Timofte Description: In this paper, we analyze two popular ... This research paper was published at ACM SIGGRAPH Authors: Haichuan Yang, Shupeng Gui, Yuhao Zhu, Ji Liu Description: Deep Neural For the rest, which is related to the Seminar in Computer Architecture, ETH Zürich, Spring

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