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☆437Aug 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
- Model interpretability and understanding for PyTorch☆5,633May 23, 2026Updated last week
- A curated list of awesome responsible machine learning resources.☆4,034Updated this week
- Pytorch implementation of convolutional neural network visualization techniques☆8,215Jan 1, 2025Updated last year
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- ☆916Mar 19, 2023Updated 3 years ago
- ☆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☆1,640Mar 7, 2026Updated 2 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…☆415May 11, 2022Updated 4 years ago
- A list of publications on NLP interpretability (Welcome PR)☆169Dec 13, 2020Updated 5 years ago
- Code implementation of LFI-CAM with PyTorch☆10Jun 9, 2021Updated 4 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
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- 本项目主要是通过可视分析的手段,对深度学习的可解释性做出讨论与探讨。并且记录小组成员的学习过程与工作☆50Jul 16, 2019Updated 6 years ago
- Understanding Deep Networks via Extremal Perturbations and Smooth Masks☆349Jul 22, 2020Updated 5 years ago
- Interesting resources related to XAI (Explainable Artificial Intelligence)☆853May 31, 2022Updated 3 years ago
- ☆18Jun 10, 2020Updated 5 years ago
- Must-read papers on graph neural networks (GNN)☆16,781Dec 20, 2023Updated 2 years ago
- Class Activation Mapping☆1,886Sep 13, 2022Updated 3 years ago
- A curated list of awesome self-supervised methods☆6,392Feb 24, 2026Updated 3 months ago
- Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, I…☆12,821May 21, 2026Updated last week
- cvpr2024/cvpr2023/cvpr2022/cvpr2021/cvpr2020/cvpr2019/cvpr2018/cvpr2017 论文/代码/解读/直播合集,极市团队整理☆12,486Apr 25, 2024Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- code for "Training Interpretable Convolutional NeuralNetworks by Differentiating Class-specific Filters"☆29Jun 23, 2025Updated 11 months ago
- ☆39Apr 16, 2018Updated 8 years ago
- A unified framework of perturbation and gradient-based attribution methods for Deep Neural Networks interpretability. DeepExplain also in…☆759Aug 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)。☆2,665May 30, 2023Updated 3 years ago
- Public facing deeplift repo☆873Apr 28, 2022Updated 4 years ago
- A curated list of resources for Learning with Noisy Labels☆2,718May 3, 2025Updated last year
- All about domain generalization☆846Feb 25, 2025Updated last year
- Codes for DATA: Differentiable ArchiTecture Approximation.☆11Jul 22, 2021Updated 4 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- A curated list of Multimodal Related Research.☆1,394Aug 5, 2023Updated 2 years ago
- ☆12Jun 2, 2018Updated 7 years ago
- Light version of Network Dissection for Quantifying Interpretability of Networks☆220May 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☆3,266Jan 22, 2025Updated last year