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Online Safe Softmax

 06-23-2025 06-23-2025 blog 5 minutes read (About 741 words)
Safe and Efficient Online Softmax Calculation

 
Deep Learning, 
Mathematics, 
Accelerated Computing  
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TensorRT Static Plugin VS Dynamic Plugin

 06-05-2025 06-05-2025 blog 13 minutes read (About 1941 words)
Managing The Lifetime and Registration of TensorRT Plugins

 
Deep Learning, 
CPP, 
TensorRT  
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Computing Hessian Matrix Via Automatic Differentiation

 05-22-2025 05-22-2025 blog 18 minutes read (About 2664 words)
Computing Higher-Order Derivatives Using Automatic Differentiation

 
Deep Learning, 
Mathematics, 
Neural Networks, 
Calculus, 
Automatic Differentiation  
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Optimal Brain Surgeon

 05-14-2025 05-14-2025 blog 40 minutes read (About 6047 words)
Derivation and Extension of The Classical Optimal Brain Surgeon Algorithm

 
Deep Learning, 
Mathematics, 
Neural Networks, 
Calculus, 
Neural Network Pruning  
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ICML 2025 Area Chair Experience

 05-03-2025 05-03-2025 blog 8 minutes read (About 1181 words)
First Time Serving as ICML Area Chair

 
Machine Learning, 
Deep Learning, 
Conference, 
ICML  
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TensorRT Implicit Weight Quantization

 04-29-2025 04-29-2025 blog 8 minutes read (About 1265 words)
TensorRT Implicit Weight Quantization Caveats and Tricks

 
Deep Learning, 
Mathematics, 
Quantization, 
TensorRT  
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Automatic Differentiation Revisited

 04-12-2025 04-12-2025 blog 15 minutes read (About 2198 words)
Jacobian Matrix, De Novo Chain Rule Expression, Jacobian-Vector Product, Vector-Jacobian Product

 
Deep Learning, 
Mathematics, 
Linear Algebra, 
Calculus, 
Automatic Differentiation  
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Grouped Query Attention Performance Theoretical Analysis

 02-03-2025 03-02-2025 blog 11 minutes read (About 1612 words)
Sharing Key and Value Tensors for a Group of Query Tensors to Mitigate Transformer Attention Layer Performance Bottleneck

 
Deep Learning, 
Neural Network, 
Transformer, 
Computer Architecture, 
Performance Optimization, 
Large Language Model  
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Transformer Vanilla Attention Performance Theoretical Analysis

 01-27-2025 03-02-2025 blog 9 minutes read (About 1275 words)
Performance Bottleneck for Serving Transformer Models

 
Deep Learning, 
Neural Network, 
Transformer, 
Computer Architecture, 
Performance Optimization, 
Large Language Model  
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AWQ: Activation-Aware Weight Quantization

 01-01-2025 01-01-2025 blog 18 minutes read (About 2738 words)
Same Performance as Group-Wise Weight-Only Quantization But with Better Accuracy

 
Deep Learning, 
Mathematics, 
Quantization, 
Accelerated Computing, 
CUDA  
  Read More

NeurIPS 2024 Area Chair Experience

 12-26-2024 12-26-2024 blog 9 minutes read (About 1389 words)
First Time Serving as NeurIPS Area Chair

 
Deep Learning, 
NeurIPS, 
Conference  
  Read More

Neural Radiance Fields

 07-24-2024 07-24-2024 blog 6 minutes read (About 826 words)
Scene Representation and Differentiable Rendering with Neural Radiance Fields

 
Deep Learning, 
Computer Vision, 
Neural Network, 
NeRF, 
Neural Radiance Fields  
  Read More
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Lei Mao

Lei Mao

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Santa Clara, California

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