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Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, calibration, etc

166 18 Updated May 17, 2024

A Python toolbox for conformal prediction research on deep learning models, using PyTorch.

Python 336 41 Updated Feb 20, 2025

IDEAL: Influence-Driven Selective Annotations Empower In-Context Learners in Large Language Models

Python 59 5 Updated Jan 19, 2024

QLoRA: Efficient Finetuning of Quantized LLMs

Jupyter Notebook 10,256 833 Updated Jun 10, 2024

A playbook for systematically maximizing the performance of deep learning models.

28,030 2,312 Updated Jun 18, 2024

This repository contains a Jax implementation of conformal training corresponding to the ICLR'22 paper "learning optimal conformal classifiers".

Python 129 9 Updated Aug 16, 2022

Awesome Lists for Tenure-Track Assistant Professors and PhD students. (助理教授/博士生生存指南)

Python 1,506 89 Updated Feb 1, 2024

🚀AI拟声: 5秒内克隆您的声音并生成任意语音内容 Clone a voice in 5 seconds to generate arbitrary speech in real-time

Python 35,819 5,228 Updated Nov 15, 2024

Code for ICLR 2022 Paper, "Controlling Directions Orthogonal to a Classifier"

Python 34 5 Updated Jun 6, 2023

Distilling Model Failures as Directions in Latent Space

Jupyter Notebook 46 5 Updated Feb 8, 2023

Official code for ICML 2022: Mitigating Neural Network Overconfidence with Logit Normalization

Python 147 14 Updated Jul 5, 2022

Resources for Data Centric AI

TeX 1,108 117 Updated Dec 13, 2023

CVPR'20: Combating Noisy Labels by Agreement: A Joint Training Method with Co-Regularization

Python 126 19 Updated Oct 24, 2023

[NeurIPS 2021] Better Safe Than Sorry: Preventing Delusive Adversaries with Adversarial Training

Python 31 2 Updated Jan 9, 2022
Python 311 56 Updated Nov 30, 2023

autodp: A flexible and easy-to-use package for differential privacy

Jupyter Notebook 270 53 Updated Dec 5, 2023

Repository for collection of research papers on privacy.

341 55 Updated Jul 19, 2024

Related papers for robust machine learning

566 55 Updated May 25, 2023

[NeurIPS 2019] Deep Leakage From Gradients

Python 426 107 Updated Apr 17, 2022

Adversarial Defense for Ensemble Models (ICML 2019)

Python 61 12 Updated Nov 28, 2020

Awesome Knowledge Distillation

3,567 503 Updated Feb 15, 2025

Official Tensorflow implementation of U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation (ICLR 2020)

Python 6,167 1,037 Updated May 20, 2021

Code for 'Joint Optimization Framework for Learning with Noisy Labels'

Python 38 9 Updated Aug 26, 2018

Rob-GAN: Generator, Discriminator and Adversarial Attacker

Python 83 34 Updated Apr 15, 2019

A collection of important graph embedding, classification and representation learning papers with implementations.

Python 4,780 742 Updated Mar 18, 2023

Graph Distillation for Action Detection

Python 66 19 Updated Jul 15, 2019

95.47% on CIFAR10 with PyTorch

Python 6,083 2,157 Updated Feb 24, 2023

Spatially Transformed Adversarial Examples with TensorFlow

Python 73 18 Updated Nov 3, 2018

基于微信小程序的城市选择

JavaScript 191 64 Updated Nov 29, 2018
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