From 1edc3a48e5a1b25dfe4cd7d1bea1bbe32c4d2ee4 Mon Sep 17 00:00:00 2001 From: tharvik Date: Wed, 30 Oct 2024 14:42:38 +0100 Subject: [PATCH] readme: add papers roadmap --- README.md | 22 ++++++++++++++-------- 1 file changed, 14 insertions(+), 8 deletions(-) diff --git a/README.md b/README.md index 293eb0445..539a499ac 100644 --- a/README.md +++ b/README.md @@ -34,17 +34,23 @@ ___ ___ -: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)) -- :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 +- :lock: privacy-preserving ([R1](https://eprint.iacr.org/2017/281.pdf)) +- :hammer_and_wrench: fault-tolerant and dynamic over time ([R2](https://arxiv.org/abs/2106.06639)) +- :ninja: robust to malicious actors and data poisoning ([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 and dynamic over time ([R7](https://arxiv.org/abs/2106.06639), [R8](https://arxiv.org/abs/2206.08307)) +- :ninja: robust to malicious actors and data poisoning ([R9](https://arxiv.org/abs/2006.09365)) +- :apple: :banana: interpretable in imperfectly interoperable data distributions ([R10](https://arxiv.org/abs/2107.06580)) +- :mirror: personalizable ([R11](https://arxiv.org/abs/2103.00710)) +- :carrot: fairly incentivizing participation ___