From 99fca1a8fad14832a7c9fdf26a262759ba2a506e Mon Sep 17 00:00:00 2001 From: tharvik Date: Wed, 30 Oct 2024 14:42:38 +0100 Subject: [PATCH 1/2] readme: add papers roadmap --- README.md | 20 +++++++++++++------- 1 file changed, 13 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index 293eb0445..f83e1ed6b 100644 --- a/README.md +++ b/README.md @@ -34,18 +34,24 @@ ___ ___ -: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 over time ([R2](https://arxiv.org/abs/2106.06639)) +- :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: more privacy-preserving ([R6](https://arxiv.org/abs/2006.04747)) +- :hammer_and_wrench: fault-tolerant ([R7](https://arxiv.org/abs/2206.08307)) +- :ninja: 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 - ___ From c954df35790f9420a36dece45ba8df66e431cbef Mon Sep 17 00:00:00 2001 From: Martin Jaggi Date: Mon, 18 Nov 2024 22:45:31 +0100 Subject: [PATCH 2/2] minor edits README.md --- README.md | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index f83e1ed6b..78031d065 100644 --- a/README.md +++ b/README.md @@ -28,7 +28,7 @@ ___ ___ :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) @@ -39,15 +39,14 @@ ___ DISCO leverages latest research advances, enabling open-access and easy-use distributed training which is - :lock: privacy-preserving ([R1](https://eprint.iacr.org/2017/281.pdf)) -- :hammer_and_wrench: dynamic over time ([R2](https://arxiv.org/abs/2106.06639)) +- :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: more privacy-preserving ([R6](https://arxiv.org/abs/2006.04747)) -- :hammer_and_wrench: fault-tolerant ([R7](https://arxiv.org/abs/2206.08307)) -- :ninja: data poisoning ([R8](https://arxiv.org/abs/2006.09365)) +- :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)) - :carrot: fairly incentivizing participation