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readme: add papers roadmap
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tharvik committed Oct 30, 2024
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: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

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