This repository contains the implementation of SimplEx, a method to explain the latent representations of black-box models with the help of a corpus of examples. For more details, please read our NeurIPS 2021 paper: 'Explaining Latent Representations with a Corpus of Examples'.
☆24Jan 31, 2023Updated 3 years ago
Alternatives and similar repositories for Simplex
Users that are interested in Simplex are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- SSCP: Improving Adaptive Conformal Prediction Using Self-supervised Learning (AISTATS 2023)☆17Mar 8, 2023Updated 3 years ago
- ☆26Jun 12, 2023Updated 2 years ago
- Joint Optimization of Cascade Ranking Models (WSDM 19)☆13Jun 21, 2022Updated 3 years ago
- Rationales for Sequential Predictions☆40Mar 10, 2022Updated 4 years ago
- Parameter-Space Saliency Maps for Explainability☆23Mar 21, 2023Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting with the flexibility to host WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Cloudways by DigitalOcean.
- Code for paper "When Can Models Learn From Explanations? A Formal Framework for Understanding the Roles of Explanation Data"☆14Feb 16, 2021Updated 5 years ago
- Code accompanying the paper "Preserving Causal Constraints in Counterfactual Explanations for Machine Learning Classifiers"☆31Mar 24, 2023Updated 3 years ago
- Code accompanying the paper "Empirical analysis of model selection for heterogeneous causal effect estimation"☆16Jan 28, 2025Updated last year
- PreferenceNet: Encoding Human Preferences in Auction Design With Deep Learning☆17Aug 10, 2021Updated 4 years ago
- PyTorch implementation of the paper "Discovering and Explaining the Representation Bottleneck of DNNs" (ICLR 2022 Oral)☆37Oct 30, 2024Updated last year
- Tensorflow implementation of Invariant Rationalization☆50Feb 16, 2023Updated 3 years ago
- Official codebase for NeurIPS 2022 paper End-to-end Learning to Index and Search in Large Output Spaces☆12Apr 19, 2023Updated 2 years ago
- ☆10Aug 26, 2022Updated 3 years ago
- Code for Evaluating Explanations for Reading Comprehension with Realistic Counterfactuals.☆17Apr 25, 2021Updated 4 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.
- Code for Our EMNLP (Industry) 2023 paper "LLM4Vis: Explainable Visualization Recommendation using ChatGPT"☆29Feb 4, 2024Updated 2 years ago
- This repository contains the implementation of Label-Free XAI, a new framework to adapt explanation methods to unsupervised models. For m…☆25Sep 21, 2022Updated 3 years ago
- ☆21Nov 26, 2022Updated 3 years ago
- ☆54Nov 22, 2019Updated 6 years ago
- Official repository for the paper: "Trees with Attention for Set Prediction Tasks" (ICML21)☆10Jan 19, 2022Updated 4 years ago
- ☆11Aug 27, 2024Updated last year
- Official PyTorch implementation for "Understanding Instance-based Interpretability of Variational Auto-Encoders."☆13Oct 21, 2021Updated 4 years ago
- Factor Graph Grammars in Python☆13Jan 17, 2026Updated 2 months ago
- ☆16Jul 10, 2023Updated 2 years ago
- Wordpress hosting with auto-scaling on Cloudways • AdFully Managed hosting built for WordPress-powered businesses that need reliable, auto-scalable hosting. Cloudways SafeUpdates now available.
- ☆10Oct 5, 2022Updated 3 years ago
- A lightweight implementation of removal-based explanations for ML models.☆59Jul 19, 2021Updated 4 years ago
- Debiasing Methods in Natural Language Understanding Make Bias More Accessible: Code and Data☆14Apr 24, 2022Updated 3 years ago
- ☆13Feb 14, 2022Updated 4 years ago
- Python Implementation of STreeD: Dynamic Programming Approach for Optimal Decision Trees with Separable objectives and Constraints☆19Mar 23, 2026Updated 2 weeks ago
- Dataset & Code for Com2Sense Benchmark☆13Sep 8, 2021Updated 4 years ago
- Models for explainable recommendation.☆12Jan 19, 2024Updated 2 years ago
- Data and code for paper "ODSum: New Benchmarks for Open Domain Multi-Document Summarization"☆11Sep 20, 2024Updated last year
- ☆17Feb 12, 2025Updated last year
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click and start building anything your business needs.
- A Bert2Bert model which able to generate headlines!☆12Nov 16, 2020Updated 5 years ago
- ☆64Apr 25, 2020Updated 5 years ago
- ☆11Dec 15, 2024Updated last year
- Training machine to write Katakana using Sequence-to-Sequence technique☆68Feb 9, 2020Updated 6 years ago
- Repository for SPECTRA: Sparse Structured Text Rationalization, accepted at EMNLP 2021 main conference.☆10Feb 14, 2024Updated 2 years ago
- Code and Data for GlitchBench☆13Feb 27, 2024Updated 2 years ago
- Measuring if attention is explanation with ROAR☆22Mar 3, 2023Updated 3 years ago