rpatrik96
PhD student at IMPRS-IS (University of Tübingen) and ELLIS. Causal representation learning.
IMPRS-IS, ELLISGermany
Pinned Repositories
3d-tracking
Object tracking with OpenCV based on stereo camera images
AttA2C
Attention-based Curiosity-driven Exploration in Deep Reinforcement Learning
ima-vae
This is the code for the paper Embrace the Gap: VAEs perform Independent Mechanism Analysis, showing that optimizing the ELBO is equivalent to optimizing the IMA-regularized log-likelihood under certain assumptions (e.g., small decoder variance).
kindle-clippings
A Python-script to extract and organise highlights and notes from the "My Clippings.txt" file on a Kindle e-reader and convert it to Markdown for Obsidian.
llm-non-identifiability
Investigating the non-identifiability of Transformers
lod-wmm-2019
Supplementary code for the paper "Stochastic Weight Matrix-based Regularization Methods for Deep Neural Networks" - an accepted paper of LOD2019
memristor-fem
Basic EM-field simulation of a memristor with FEM
nl-causal-representations
This is the code for the paper Jacobian-based Causal Discovery with Nonlinear ICA, demonstrating how identifiable representations (particularly, with Nonlinear ICA) can be used to extract the causal graph from an underlying structural equation model (SEM).
pytorch-a2c
A well-documented A2C written in PyTorch
pytorch-lightning-wavenet
An implementation of WaveNet using PyTorch & PyTorch Lightning
rpatrik96's Repositories
rpatrik96/pytorch-a2c
A well-documented A2C written in PyTorch
rpatrik96/AttA2C
Attention-based Curiosity-driven Exploration in Deep Reinforcement Learning
rpatrik96/ima-vae
This is the code for the paper Embrace the Gap: VAEs perform Independent Mechanism Analysis, showing that optimizing the ELBO is equivalent to optimizing the IMA-regularized log-likelihood under certain assumptions (e.g., small decoder variance).
rpatrik96/nl-causal-representations
This is the code for the paper Jacobian-based Causal Discovery with Nonlinear ICA, demonstrating how identifiable representations (particularly, with Nonlinear ICA) can be used to extract the causal graph from an underlying structural equation model (SEM).
rpatrik96/pytorch-lightning-wavenet
An implementation of WaveNet using PyTorch & PyTorch Lightning
rpatrik96/kindle-clippings
A Python-script to extract and organise highlights and notes from the "My Clippings.txt" file on a Kindle e-reader and convert it to Markdown for Obsidian.
rpatrik96/lod-wmm-2019
Supplementary code for the paper "Stochastic Weight Matrix-based Regularization Methods for Deep Neural Networks" - an accepted paper of LOD2019
rpatrik96/vae-sam
VAEs and SAM
rpatrik96/llm-non-identifiability
Investigating the non-identifiability of Transformers
rpatrik96/lti-ica
Independent Component Analysis in Linear Time-Invariant Systems
rpatrik96/thesis-template-latex
Thesis template for LaTeX documents.
rpatrik96/gp-ima
Independent mechanisms in Gaussian Process Latent Variable Models (GPLVMs)
rpatrik96/adcs-simulation
rpatrik96/carefl
Code for "Causal autoregressive flows" - AISTATS, 2021
rpatrik96/category-theory-resources
Resources for learning Category Theory for an enthusiast
rpatrik96/causal-component-analysis
rpatrik96/cluster-tools
rpatrik96/curiosity-driven-exploration-pytorch
Curiosity-driven Exploration by Self-supervised Prediction
rpatrik96/custom-dsprites
rpatrik96/examples
Example deep learning projects that use wandb's features.
rpatrik96/IIA
Independent Innovation Analysis (IIA)
rpatrik96/iVAE
VAEs and nonlinear ICA: a unifying framework
rpatrik96/mamba.py
A simple and efficient Mamba implementation in PyTorch and MLX.
rpatrik96/pytorch-lightning
The lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate
rpatrik96/rpatrik96
rpatrik96/rpatrik96.github.io
A personal website for Patrik Reizinger. Template is courtesy of academicpages.
rpatrik96/slow_disentanglement
Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding
rpatrik96/state-space-models
State space models with scipy
rpatrik96/tue-slurm-helloworld
Instructions and examples to deploy some PyTorch code on slurm using a Singularity Container
rpatrik96/wandb-cicd