Yi(Amy) Sui's repositories

MAPSED

Official implementation of paper Multi-axis Attentive Prediction for Sparse Event Data: An Application to Crime Prediction

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RPS_LJE

Official implementation of Representer Point Selection via Local Jacobian Expansion for Post-hoc Classifier Explanation of Deep Neural Networks and Ensemble Models at NeurIPS 2021

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DiT

Official PyTorch Implementation of "Scalable Diffusion Models with Transformers"

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PyTorch-StudioGAN

StudioGAN is a Pytorch library providing implementations of representative Generative Adversarial Networks (GANs) for conditional/unconditional image generation.

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BERT4doc-Classification

Code and source for paper ``How to Fine-Tune BERT for Text Classification?``

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contrastive2021

Implementation for paper "Towards the Generalization of Contrastive Self-Supervised Learning" (https://arxiv.org/abs/2111.00743)

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dabs

A Domain-Agnostic Benchmark for Self-Supervised Learning

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DuroNet-for-crime-prediction

The source code of the paper "DuroNet: A Dual-Robust Enhanced Spatial-Temporal Learning Network for Urban Crime Prediction"

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eat_pytorch_in_20_days

Pytorch🍊🍉 is delicious, just eat it! 😋😋

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FedEM

Official code for "Federated Multi-Task Learning under a Mixture of Distributions" (NeurIPS'21)

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fedproto

[AAAI'22]FedProto: Federated Prototype Learning across Heterogeneous Clients

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latent-diffusion

High-Resolution Image Synthesis with Latent Diffusion Models

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LSGM

The Official PyTorch Implementation of "LSGM: Score-based Generative Modeling in Latent Space" (NeurIPS 2021)

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luckmatters

Understanding Training Dynamics of Deep ReLU Networks

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LVS-geospatial-reasoning

MIE1516 course project

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Monocular-Depth-Estimation-Toolbox

Monocular Depth Estimation Toolbox based on MMSegmentation.

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residual-flows

code for "Residual Flows for Invertible Generative Modeling".

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SelfSupervisedLearning

This repo reproduces results of "Understanding Self-Supervised Learning Dynamics without Contrastive Pairs" paper (https://arxiv.org/pdf/2102.06810.pdf)

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simsiam

PyTorch implementation of SimSiam https//arxiv.org/abs/2011.10566

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solo-learn

solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning

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stylegan

StyleGAN - Official TensorFlow Implementation

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stylegan3

Official PyTorch implementation of StyleGAN3

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Three-Approaches-for-Personalization-with-Applications-to-FederatedLearning

Source code for the experiments in https://arxiv.org/pdf/2002.10619.pdf

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TS-TCC

[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

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two_step_zoo

Codebase accompanying the paper "Diagnosing and Fixing Manifold Overfitting in Deep Generative Models"

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vqvae-2

PyTorch implementation of VQ-VAE-2 from "Generating Diverse High-Fidelity Images with VQ-VAE-2"

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