深度学习近年来关于神经网络模型解释性的相关高引用/顶会论文(附带代码)
☆767Apr 8, 2024Updated 2 years ago
Alternatives and similar repositories for awesome_deep_learning_interpretability
Users that are interested in awesome_deep_learning_interpretability are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Official implementation of Score-CAM in PyTorch☆438Aug 6, 2022Updated 3 years ago
- Showing the relationship between ImageNet ID and labels and pytorch pre-trained model output ID and labels☆10Oct 11, 2020Updated 5 years ago
- A curated list of awesome responsible machine learning resources.☆4,047Jun 3, 2026Updated last month
- Pytorch implementation of convolutional neural network visualization techniques☆8,221Jan 1, 2025Updated last year
- ☆917Mar 19, 2023Updated 3 years ago
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- ☆226Oct 25, 2020Updated 5 years ago
- Anupam Datta, Matt Fredrikson, Klas Leino, Kaiji Lu, Shayak Sen, Zifan Wang☆18Feb 23, 2021Updated 5 years ago
- A collection of research materials on explainable AI/ML☆1,651Mar 7, 2026Updated 4 months ago
- Implementation of the paper "Shapley Explanation Networks"☆88Jan 16, 2021Updated 5 years ago
- This code package implements the prototypical part network (ProtoPNet) from the paper "This Looks Like That: Deep Learning for Interpreta…☆420May 11, 2022Updated 4 years ago
- A list of publications on NLP interpretability (Welcome PR)☆170Dec 13, 2020Updated 5 years ago
- Code implementation of paper Towards A Deep and Unified Understanding of Deep Neural Models in NLP☆73Jun 7, 2019Updated 7 years ago
- Code implementation of LFI-CAM with PyTorch☆10Jun 9, 2021Updated 5 years ago
- 《可解释的机器学习--黑盒模型可解释性理解指南》，该书为《Interpretable Machine Learning》中文版☆4,899Nov 28, 2023Updated 2 years ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- Visualization toolkit for neural networks in PyTorch! Demo -->☆743Sep 21, 2023Updated 2 years ago
- Understanding Deep Networks via Extremal Perturbations and Smooth Masks☆350Jul 22, 2020Updated 5 years ago
- Interesting resources related to XAI (Explainable Artificial Intelligence)☆860May 31, 2022Updated 4 years ago
- ☆18Jun 10, 2020Updated 6 years ago
- Must-read papers on graph neural networks (GNN)☆16,816Dec 20, 2023Updated 2 years ago
- Class Activation Mapping☆1,884Sep 13, 2022Updated 3 years ago
- A curated list of awesome self-supervised methods☆6,404Feb 24, 2026Updated 4 months ago
- Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, I…☆12,897Jun 14, 2026Updated 3 weeks ago
- cvpr2024/cvpr2023/cvpr2022/cvpr2021/cvpr2020/cvpr2019/cvpr2018/cvpr2017 论文/代码/解读/直播合集，极市团队整理☆12,479Apr 25, 2024Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- code for "Training Interpretable Convolutional NeuralNetworks by Differentiating Class-specific Filters"☆29Jun 23, 2025Updated last year
- ☆39Apr 16, 2018Updated 8 years ago
- A unified framework of perturbation and gradient-based attribution methods for Deep Neural Networks interpretability. DeepExplain also in…☆760Aug 25, 2020Updated 5 years ago
- Related papers for robust machine learning☆562May 25, 2023Updated 3 years ago
- Awesome Knowledge-Distillation. 分类整理的知识蒸馏paper(2014-2021)。☆2,669May 30, 2023Updated 3 years ago
- A curated list of resources for Learning with Noisy Labels☆2,717May 3, 2025Updated last year
- All about domain generalization☆845Feb 25, 2025Updated last year
- Codes for DATA: Differentiable ArchiTecture Approximation.☆11Jul 22, 2021Updated 4 years ago
- A curated list of Multimodal Related Research.☆1,393Aug 5, 2023Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Light version of Network Dissection for Quantifying Interpretability of Networks☆221May 6, 2019Updated 7 years ago
- ☆14Mar 1, 2019Updated 7 years ago
- Code accompanying the NeurIPS 2020 submission "Teaching a GAN What Not to Learn."☆32Sep 3, 2021Updated 4 years ago
- Code repository for "Interpretable and Accurate Fine-grained Recognition via Region Grouping", CVPR 2020 (Oral)☆134Aug 27, 2020Updated 5 years ago
- An index of algorithms for learning causality with data☆3,270Jan 22, 2025Updated last year
- Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials…☆14,339Feb 18, 2025Updated last year
- PyTorch implementation of AdaGraph: Unifying Predictive and Continuous Domain Adaptation through Graphs☆23Feb 6, 2023Updated 3 years ago