pauljblazek / deepdistilling
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
☆87Updated last year
Alternatives and similar repositories for deepdistilling:
Users that are interested in deepdistilling are comparing it to the libraries listed below
- TopoBench is a Python library designed to standardize benchmarking and accelerate research in Topological Deep Learning☆116Updated this week
- Representation Learning on Topological Domains☆80Updated last week
- BioDiscoveryAgent is an LLM-based AI agent for closed-loop design of genetic perturbation experiments☆60Updated 4 months ago
- Benchmark for LLM-based Agents in Computational Biology☆34Updated this week
- Physics-inspired transformer modules based on mean-field dynamics of vector-spin models in JAX☆39Updated last year
- Combinatorial prediction of therapeutic perturbations using causally-inspired neural networks☆24Updated 4 months ago
- Exact OU processes with JAX☆42Updated last month
- Code for "Learning Graph Cellular Automata" (NeurIPS 2021).☆67Updated 2 years ago
- Gymnasium framework for training language model agents on constructive tasks☆158Updated last week
- Official repository for the Topological Deep Learning Challenge 2024, organized by TAG-DS & PyT-Team and hosted by GRaM Workshop @ ICML 2…☆38Updated 2 months ago
- Pretraining infrastructure for multi-hybrid AI model architectures☆149Updated this week
- ☆32Updated 8 months ago
- ☆59Updated 3 weeks ago
- Bicycle: Intervention-Based Causal Discovery with Cycles☆33Updated this week
- This repository contains the data and scripts necessary to reproduce the results presented in the paper: **"Scalable molecular simulation…☆44Updated 10 months ago
- Agent framework for constructing language model agents and training on constructive tasks.☆72Updated this week
- Code for paper E(n)-Equivariant Topological Neural Networks☆34Updated 4 months ago
- The project proposal template for OpenBioML community projects.☆18Updated 2 years ago
- ☆37Updated 6 months ago
- Code for papers Linear Algebra with Transformers (TMLR) and What is my Math Transformer Doing? (AI for Maths Workshop, Neurips 2022)☆67Updated 8 months ago
- ☆174Updated last year
- Graph neural networks in JAX.☆67Updated 10 months ago
- ☆11Updated 2 months ago
- ☆153Updated last year
- ☆43Updated last year
- Geometric Deep Learning @ University of Cambridge☆19Updated last month
- Topological Deep Learning☆267Updated last week
- A simple example of VAEs with KANs☆12Updated 11 months ago
- The code for "Diffusion Geometry" (2024).☆42Updated 10 months ago
- Code for "Manifold Diffusion Geometry: Curvature, Tangent Spaces, and Dimension"☆43Updated 5 months ago