Mechanistically interpretable neurosymbolic AI (Nature Comput Sci 2024): losslessly compressing NNs to computer code and discovering new algorithms which generalize out-of-distribution and outperform human-designed algorithms

Code for Interpretable Adversarial Perturbation in Input Embedding Space for Text, IJCAI 2018.

This code repository is associated with the paper "A Case-based Interpretable Deep Learning Model for Classification of Mass Lesions in Digital Mammography." Nature Machine Intelligence, 2021. https://www.nature.com/articles/s42256-021-00423-x

Summarization of static graphs using the Minimum Description Length principle

This repo contains code for Invariant Grounding for Video Question Answering

graph neural networks, information theory, AI for Sciences

[ICML 2026] Official implementation of Target-Oriented Pretraining Data Selection via Neuron-Activated Graph

Interpretable YOLOv5

Maximal Linkability metric to evaluate the linkability of (protected) biometric templates. Paper: "Measuring Linkability of Protected Biometric Templates using Maximal Leakage", IEEE-TIFS, 2023.

Behavior-supervised alignment for cross-subject neural decoding across non-corresponding ECoG electrode grids: align each patient's grid onto shared finger-motor axes defined by the decode target, then decode with a shared seq2seq TCN, interpretably and without a foundation model.

Interpretable one-way relativity tariff model for insurance pricing.

2. N-BEATS: Interpretable Neural Basis Expansion. Hibridne arhitekture za predikciju koje kombinuju deep learning i klasične modele time series.