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University of Cambridge
- Cambridge, UK
- https://mateoespinosa.github.io/
Highlights
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Stars
Official Implementation of TMLR's paper: "TabCBM: Concept-based Interpretable Neural Networks for Tabular Data"
Fixes macOS Preview garbled annotations
Learning from Failure: Training Debiased Classifier from Biased Classifier (NeurIPS 2020)
OmniXAI: A Library for eXplainable AI
A connectome-constrained deep mechanistic network (DMN) model of the fruit fly visual system in PyTorch.
Concept Bottleneck Models, ICML 2020
Official code for the NeurIPS 2022 paper "Posterior Matching for Arbitrary Conditioning".
Implementation of TabTransformer, attention network for tabular data, in Pytorch
Code for the manim-generated scenes used in 3blue1brown videos
Learning Vim and Vimscript doesn't have to be hard. This is the guide that you're looking for 📖
Lime: Explaining the predictions of any machine learning classifier
Fit interpretable models. Explain blackbox machine learning.
A web interactive for generating and exploring quasiperiodic tiling patterns
🦠 Simulator for a particle system showing life-like behaviour.
Special topics class on unconventional AI
Repository for our AAAI 2023 paper "Towards Robust Metrics For Concept Representation Evaluation"
Weight Predictor Networks with Sparse Feature Selection for Small Size Tabular Biomedical Data. Published at AAAI 2023
reference implementation for "explanations can be manipulated and geometry is to blame"
OpenXAI : Towards a Transparent Evaluation of Model Explanations
Official Implementation of "Transformers Can Do Bayesian Inference", the PFN paper
📐 Jekyll theme for building a personal site, blog, project documentation, or portfolio.
A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.
Repository for our NeurIPS 2022 paper "Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off" and our NeurIPS 2023 paper "Learning to Receive Help: Intervention-Aware Concept Embed…
Chrome/Safari/Firefox extension for clipping arXiv articles to Notion.
Chrome extension for clipping arXiv articles to Notion.