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NeurIPS 2025 Area Chair Experience

 09-21-2025 09-21-2025 blog 8 minutes read (About 1136 words)
Serving The Dataset and Benchmark Track This Year

 
Deep Learning, 
Conference, 
NeurIPS  
  Read More

TensorRT Plugin Version and Namespace

 09-08-2025 09-08-2025 blog 8 minutes read (About 1152 words)
Handling TensorRT Plugin Conflicts Using Version and Namespace

 
Deep Learning, 
Software Engineering, 
TensorRT, 
NVIDIA  
  Read More

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  
  Read More

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  
  Read More

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  
  Read More

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, 
ICML, 
Conference  
  Read More

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, 
TensorRT, 
Quantization  
  Read More

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  
  Read More

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, 
Transformer, 
Computer Architecture, 
Neural Network, 
Performance Optimization, 
Large Language Model  
  Read More

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, 
Transformer, 
Computer Architecture, 
Neural Network, 
Performance Optimization, 
Large Language Model  
  Read More

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, 
CUDA, 
Accelerated Computing, 
Quantization  
  Read More
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Lei Mao

Lei Mao

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