shrebox / B-cosificationLinks
[NeurIPS 2024] Code for the paper: B-cosification: Transforming Deep Neural Networks to be Inherently Interpretable.
☆33Updated 3 months ago
Alternatives and similar repositories for B-cosification
Users that are interested in B-cosification are comparing it to the libraries listed below
Sorting:
- Official PyTorch implementation of improved B-cos models☆51Updated last year
- [ICCV25] Official Implementation of LeGrad☆78Updated 11 months ago
- B-cos Networks: Alignment is All we Need for Interpretability☆110Updated last year
- 👋 Code for : "CRAFT: Concept Recursive Activation FacTorization for Explainability" (CVPR 2023)☆66Updated 2 years ago
- Sparse Linear Concept Embeddings☆112Updated 5 months ago
- FunnyBirds: A Synthetic Vision Dataset for a Part-Based Analysis of Explainable AI Methods (ICCV 2023)☆21Updated 5 months ago
- Visualizing representations with diffusion based conditional generative model.☆100Updated 2 years ago
- Official code for "Can We Talk Models Into Seeing the World Differently?" (ICLR 2025).☆26Updated 7 months ago
- [ICLR 23 spotlight] An automatic and efficient tool to describe functionalities of individual neurons in DNNs☆55Updated last year
- FunnyBirds: A Synthetic Vision Dataset for a Part-Based Analysis of Explainable AI Methods (ICCV 2023)☆16Updated last year
- Code for the paper "Post-hoc Concept Bottleneck Models". Spotlight @ ICLR 2023☆84Updated last year
- Uncertainty-aware representation learning (URL) benchmark☆105Updated 6 months ago
- This repository contains the code for our paper "Probabilistic Contrastive Learning Recovers the Correct Aleatoric Uncertainty of Ambiguo…☆41Updated 2 years ago
- Code for the paper "Hyperbolic Image-Text Representations", Desai et al, ICML 2023☆180Updated 2 years ago
- Official code for the ICML 2024 paper "The Entropy Enigma: Success and Failure of Entropy Minimization"☆53Updated last year
- Code release for paper Extremely Simple Activation Shaping for Out-of-Distribution Detection☆54Updated last year
- Official repo for ICML25 paper: DCBM: Data-Efficient Visual Concept Bottleneck Models☆22Updated 2 months ago
- LENS Project☆50Updated last year
- ☆186Updated last year
- [CVPR 2023] Learning Visual Representations via Language-Guided Sampling☆148Updated 2 years ago
- Natural Language Descriptions of Deep Visual Features, ICLR 2022☆65Updated 2 years ago
- ☆64Updated 3 years ago
- FFCV-SSL Fast Forward Computer Vision for Self-Supervised Learning.☆207Updated 2 years ago
- Code for the paper "A Whac-A-Mole Dilemma Shortcuts Come in Multiples Where Mitigating One Amplifies Others"☆49Updated last year
- 👋 Overcomplete is a Vision-based SAE Toolbox☆79Updated last month
- Re-implementation of the StylEx paper, training a GAN to explain a classifier in StyleSpace, paper by Lang et al. (2021).☆37Updated last year
- [NeurIPS 24] A new training and evaluation framework for learning interpretable deep vision models and benchmarking different interpretab…☆20Updated 3 months ago
- [ICLR 23] A new framework to transform any neural networks into an interpretable concept-bottleneck-model (CBM) without needing labeled c…☆112Updated last year
- An eXplainable AI toolkit with Concept Relevance Propagation and Relevance Maximization☆130Updated last year
- ☆17Updated last year