Byzantine-Resilient Learning Beyond Gradients: Distributing Evolutionary Search

Author:

Kucharavy Andrei1ORCID,Monti Matteo2ORCID,Guerraoui Rachid2ORCID,Dolamic Ljiljana3ORCID

Affiliation:

1. HES-SO Valais/Wallis, Sierre, Switzerland

2. EPFL, Lausanne, Switzerland

3. armasuisse CYD campus, Thun, Switzerland

Funder

Cyber-Defence Campus, armasuisse W+T, VBS

Publisher

ACM

Reference20 articles.

1. Brief Announcement

2. Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell Sandhini Agarwal Ariel Herbert-Voss Gretchen Krueger Tom Henighan Rewon Child Aditya Ramesh Daniel M. Ziegler Jeffrey Wu Clemens Winter Christopher Hesse Mark Chen Eric Sigler Mateusz Litwin Scott Gray Benjamin Chess Jack Clark Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever and Dario Amodei. 2020. Language Models are Few-Shot Learners. http://arxiv.org/abs/2005.14165 cite arxiv:2005.14165. Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell Sandhini Agarwal Ariel Herbert-Voss Gretchen Krueger Tom Henighan Rewon Child Aditya Ramesh Daniel M. Ziegler Jeffrey Wu Clemens Winter Christopher Hesse Mark Chen Eric Sigler Mateusz Litwin Scott Gray Benjamin Chess Jack Clark Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever and Dario Amodei. 2020. Language Models are Few-Shot Learners. http://arxiv.org/abs/2005.14165 cite arxiv:2005.14165.

3. Reliable broadcast protocols

4. Edoardo Conti , Vashisht Madhavan , Felipe Petroski Such , Joel Lehman, Kenneth O. Stanley, and Jeff Clune. 2018 . Improving Exploration in Evolution Strategies for Deep Reinforcement Learning via a Population of Novelty-Seeking Agents. In Advances in Neural Information Processing Systems 31: NeurIPS 2018, Samy Bengio, Hanna M. Wallach, Hugo Larochelle, Kristen Grauman, Nicolò Cesa-Bianchi, and Roman Garnett (Eds .). 5032--5043. Edoardo Conti, Vashisht Madhavan, Felipe Petroski Such, Joel Lehman, Kenneth O. Stanley, and Jeff Clune. 2018. Improving Exploration in Evolution Strategies for Deep Reinforcement Learning via a Population of Novelty-Seeking Agents. In Advances in Neural Information Processing Systems 31: NeurIPS 2018, Samy Bengio, Hanna M. Wallach, Hugo Larochelle, Kristen Grauman, Nicolò Cesa-Bianchi, and Roman Garnett (Eds.). 5032--5043.

5. Genuinely Distributed Byzantine Machine Learning

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