diff --git a/README.md b/README.md index 293eb0445..78031d065 100644 --- a/README.md +++ b/README.md @@ -28,24 +28,29 @@ ___ ___ :question: **DISCO TECHNOLOGY** -- DISCO supports arbitrary deep learning tasks and model architectures in your browser via [TF.js](https://www.tensorflow.org/js) +- DISCO runs arbitrary deep learning tasks and model architectures in your browser, via [TF.js](https://www.tensorflow.org/js) - Decentralized learning :sparkles: relies on [peer2peer](https://github.com/feross/simple-peer) communication - Have a look at how DISCO ensures privacy and confidentiality [HERE](docs/PRIVACY.md) ___ -:test_tube: **RESEARCH-BASED DESIGN** +:test_tube: **RESEARCH-BASED DESIGN** DISCO leverages latest research advances, enabling open-access and easy-use distributed training which is -- :tornado: efficient ([R1](https://github.com/epfml/powergossip), [R2](https://github.com/epfml/ChocoSGD)) -- :lock: privacy-preserving ([R3](https://eprint.iacr.org/2017/281.pdf), [R4](https://arxiv.org/abs/2006.04747)) -- :hammer_and_wrench: fault-tolerant and dynamic over time ([R5](https://arxiv.org/abs/2106.06639), [R6](https://arxiv.org/abs/2206.08307)) -- :ninja: robust to malicious actors and data poisoning ([R7](https://arxiv.org/abs/2012.10333), [R8](https://arxiv.org/abs/2006.09365)) + +- :lock: privacy-preserving ([R1](https://eprint.iacr.org/2017/281.pdf)) +- :hammer_and_wrench: dynamic and asynchronous over time ([R2](https://arxiv.org/abs/2106.06639), [R7](https://arxiv.org/abs/2206.08307)) +- :ninja: robust to malicious actors ([R3](https://arxiv.org/abs/2012.10333) (partially)) + +And more on the roadmap + +- :tornado: efficient ([R4](https://github.com/epfml/powergossip), [R5](https://github.com/epfml/ChocoSGD)) +- :lock: privacy-preserving while Byzantine robust ([R6](https://arxiv.org/abs/2006.04747)) +- :ninja: resistant to data poisoning ([R8](https://arxiv.org/abs/2006.09365)) - :apple: :banana: interpretable in imperfectly interoperable data distributions ([R9](https://arxiv.org/abs/2107.06580)) -- :mirror: personalizable ([R10](https://arxiv.org/abs/2103.00710)) +- :mirror: personalizable ([R10](https://arxiv.org/abs/2103.00710)) - :carrot: fairly incentivizing participation - ___