https://github.com/lucmos/relreps
Relative representations can be leveraged to enable solving tasks regarding "latent communication": from zero-shot model stitching to latent space comparison between diverse settings.
https://github.com/lucmos/relreps
invariance latent-communication relative-representation representation-learning stitching zero-shot
Last synced: 2 months ago
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Relative representations can be leveraged to enable solving tasks regarding "latent communication": from zero-shot model stitching to latent space comparison between diverse settings.
- Host: GitHub
- URL: https://github.com/lucmos/relreps
- Owner: lucmos
- License: mit
- Created: 2022-04-12T13:15:57.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2023-04-26T12:22:23.000Z (over 2 years ago)
- Last Synced: 2025-04-10T20:53:47.924Z (6 months ago)
- Topics: invariance, latent-communication, relative-representation, representation-learning, stitching, zero-shot
- Language: Jupyter Notebook
- Homepage: https://openreview.net/forum?id=SrC-nwieGJ
- Size: 10.2 MB
- Stars: 57
- Watchers: 3
- Forks: 6
- Open Issues: 3
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Relative representations enable zero-shot latent space communication
[Slides](https://lucmos.github.io/relreps-presentation/) |
[OpenReview](https://openreview.net/forum?id=SrC-nwieGJ) |
[arXiv](https://arxiv.org/abs/2209.15430) |
[BibTeX](#bibtex)
[Luca Moschella](https://luca.moschella.dev/)\*,
[Valentino Maiorca](https://gladia.di.uniroma1.it/authors/maiorca/)\*,
[Marco Fumero](https://gladia.di.uniroma1.it/authors/fumero/),
[Antonio Norelli](https://noranta4.com/),
[Francesco Locatello](https://www.francescolocatello.com/),
[Emanuele Rodolà](https://gladia.di.uniroma1.it/authors/rodola/)
\* *equal contribution*
## Installation
```bash
pip install git+ssh://git@github.com/lucmos/relreps.git
```
## Quickstart
### Development installation
Setup the development environment:
```bash
git clone git@github.com:lucmos/relreps.git
cd relreps
conda env create -f env.yaml
conda activate relreps
pre-commit install
dvc pull
```
> Refer to the [template documentation](https://grok-ai.github.io/nn-template/0.2/) for an high level overview of the code structure.
### Update the dependencies
Re-install the project in edit mode:
```bash
pip install -e .[dev]
```
## BibTeX
```bibtex
@inproceedings{
moschella2023relative,
title={Relative representations enable zero-shot latent space communication},
author={Luca Moschella and Valentino Maiorca and Marco Fumero and Antonio Norelli and Francesco Locatello and Emanuele Rodol{\`a}},
booktitle={The Eleventh International Conference on Learning Representations },
year={2023},
url={https://openreview.net/forum?id=SrC-nwieGJ}
}
```