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2023

Qualcomm Data-Free Quantization 詳讀 11-24

Quantization Error (Case With Clipping) 11-04

Quantization Error (Case Without Clipping) 10-28

LoRAPrune, Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning 筆記 10-09

Movement Pruning Adaptive Sparsity by Fine-Tuning 筆記 02-24

L0 Regularization 詳細攻略 01-15

2022

Learning Zero Point and Scale in Quantization Parameters 12-04

搞懂 Quantization Aware Training 中的 Fake Quantization 11-19

Weight Normalization 的筆記 09-26

Why Stochastic Weight Averaging? Averaging Results V.S. Averaging Weights 07-20

SGD 泛化能力的筆記 05-28

Numerical Methods for Ordinary Differential Equations 05-15

忘記物理也要搞懂的 Hamiltonian Monte Carlo (HMC) 筆記 05-07

Score Matching 系列 (五) SM 加上 Langevin Dynamics 變成生成模型 03-26

Score Matching 系列 (四) SM 的 Toy Example in PyTorch 03-26

Score Matching 系列 (三) Sliced Score Matching (SSM) 同時保持效率和效果 03-06

Score Matching 系列 (二) Denoising Score Matching (DSM) 改善效率並可 Scalable 03-06

Score Matching 系列 (一) Non-Normalized 模型估計 01-08

Score Function and Fisher Information Matrix 01-07

2021

Stochastic Processes Week 8 Lévy Processes 12-12

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