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:
- ☆27Jun 12, 2023Updated 3 years ago
- VETA - A simple tool do evaluate variant predictors☆11Jun 17, 2024Updated 2 years ago
- Implementation of Tabular Neural Gradient Orthogonalization and Specialization (TANGOS). A regularizer for neural networks described in o…☆19Feb 23, 2023Updated 3 years ago
- Rationales for Sequential Predictions☆39Mar 10, 2022Updated 4 years ago
- 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
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Code accompanying the paper "Preserving Causal Constraints in Counterfactual Explanations for Machine Learning Classifiers"☆32Mar 24, 2023Updated 3 years ago
- PreferenceNet: Encoding Human Preferences in Auction Design With Deep Learning☆17Aug 10, 2021Updated 5 years ago
- Code accompanying the paper "Empirical analysis of model selection for heterogeneous causal effect estimation"☆17Jan 28, 2025Updated last year
- PyTorch implementation of the paper "Discovering and Explaining the Representation Bottleneck of DNNs" (ICLR 2022 Oral)☆37Oct 30, 2024Updated last year
- Official codebase for NeurIPS 2022 paper End-to-end Learning to Index and Search in Large Output Spaces☆12Apr 19, 2023Updated 3 years ago
- Code for Our EMNLP (Industry) 2023 paper "LLM4Vis: Explainable Visualization Recommendation using ChatGPT"☆29Feb 4, 2024Updated 2 years ago
- ☆54Nov 22, 2019Updated 6 years ago
- ☆21Nov 26, 2022Updated 3 years ago
- A collection of implementations of fair ML algorithms☆12Jan 7, 2018Updated 8 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Official PyTorch implementation for "Understanding Instance-based Interpretability of Variational Auto-Encoders."☆13Oct 21, 2021Updated 4 years ago
- Official repository for the paper: "Trees with Attention for Set Prediction Tasks" (ICML21)☆10Jan 19, 2022Updated 4 years ago
- ☆10Oct 5, 2022Updated 3 years ago
- ☆13Feb 14, 2022Updated 4 years ago
- Comprehensive and scalable differential splicing analyses☆18Dec 19, 2025Updated 8 months ago
- Dataset & Code for Com2Sense Benchmark☆13Sep 8, 2021Updated 4 years ago
- Data and code for paper "ODSum: New Benchmarks for Open Domain Multi-Document Summarization"☆11Sep 20, 2024Updated last year
- Code for TEDVAE, a VAE-based treatment effect estimation algorithm.☆27Dec 6, 2022Updated 3 years ago
- Models for explainable recommendation.☆12Jan 19, 2024Updated 2 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- OCR post correction for old German corpus☆20Aug 29, 2022Updated 4 years ago
- A Bert2Bert model which able to generate headlines!☆12Nov 16, 2020Updated 5 years ago
- CVPR 2020 Continual Learning Challenge - Submit your CL algorithm today!☆59Dec 13, 2022Updated 3 years ago
- Measuring if attention is explanation with ROAR☆22Mar 3, 2023Updated 3 years ago
- Code for ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context☆17Nov 15, 2024Updated last year
- An evaluation toolbox for machine learning explanations☆16Jan 7, 2024Updated 2 years ago
- ☆64Apr 25, 2020Updated 6 years ago
- This repository contains the code for "How many data points is a prompt worth?"☆48Apr 7, 2021Updated 5 years ago
- ☆10Mar 11, 2022Updated 4 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- A teeny tiny set of ImageNet-like images for testing pipelines☆10Jan 31, 2018Updated 8 years ago
- Repository for SPECTRA: Sparse Structured Text Rationalization, accepted at EMNLP 2021 main conference.☆10Feb 14, 2024Updated 2 years ago
- Experimental studies of my paper "Sampling Techniques in Bayesian Target Encoding"☆12Dec 8, 2022Updated 3 years ago
- Generate Robust Disease-Specific Response Signatures from the LINCS-L1000 Data☆18Jan 21, 2022Updated 4 years ago
- reanalysis of the ObjectNet paper and our annotations and code☆16Mar 4, 2021Updated 5 years ago
- Learning Tree structures and Tree metrics☆24Aug 8, 2024Updated 2 years ago
- Lecture notes, slides and code☆13Oct 29, 2024Updated last year