NUS HPC AI Lab (@NUS-HPC-AI-Lab)
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NUS-HPC-AI-Lab

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  • Stars
    star
    2,967
  • Global Org. Rank 7,052 (Top 3 %)
  • Registered over 3 years ago
  • Most used languages
    Python
         92.9 %
    Roff     7.1 %

Top repositories

1

VideoSys

VideoSys: An easy and efficient system for video generation
Python
1,601
star
2

Neural-Network-Parameter-Diffusion

We introduce a novel approach for parameter generation, named neural network parameter diffusion (p-diff), which employs a standard latent diffusion model to synthesize a new set of parameters
Python
811
star
3

InfoBatch

Lossless Training Speed Up by Unbiased Dynamic Data Pruning
Python
310
star
4

DATM

ICLR 2024, Towards Lossless Dataset Distillation via Difficulty-Aligned Trajectory Matching
Python
86
star
5

LARS-ImageNet-PyTorch

Accuracy 77%. Large batch deep learning optimizer LARS for ImageNet with PyTorch and ResNet, using Horovod for distribution. Optional accumulated gradient and NVIDIA DALI dataloader.
Python
37
star
6

oh-my-server

Roff
30
star
7

Dynamic-Tuning

The official implementation of "2024Arxiv Dynamic Tuning Towards Parameter and Inference Efficiency for ViT Adaptation"
Python
25
star
8

GEOM

Pytorch implementation of ICML-2024 "Navigating Complexity: Toward Lossless Graph Condensation via Expanding Window Matching"
Python
22
star
9

InfoGrowth

Efficient and Online Dataset Growth Algorithm (with cleanness and diversity awareness) to deal with growing web data
Python
19
star
10

PAD

Prioritize Alignment in Dataset Distillation
Python
14
star
11

pytorch-lamb

PyTorch implementation of LAMB for ImageNet/ResNet-50 training
Python
13
star
12

Helen

The official implementation of "Helen: Optimizing CTR Prediction Models with Frequency-wise Hessian Eigenvalue Regularization"
Python
13
star
13

CTRL

Pytorch implementation of "Two Trades is not Baffled: Condensing Graph via Crafting Rational Gradient Matching"
Python
4
star