1. Jacob D Abernethy and Rafael M Frongillo. 2011. A collaborative mechanism for crowdsourcing prediction problems. In Advances in Neural Information Processing Systems. 2600–2608. Jacob D Abernethy and Rafael M Frongillo. 2011. A collaborative mechanism for crowdsourcing prediction problems. In Advances in Neural Information Processing Systems. 2600–2608.
2. Dan Alistarh , Zeyuan Allen-Zhu , and Jerry Li. 2018. Byzantine stochastic gradient descent. Advances in Neural Information Processing Systems 31 ( 2018 ). Dan Alistarh, Zeyuan Allen-Zhu, and Jerry Li. 2018. Byzantine stochastic gradient descent. Advances in Neural Information Processing Systems 31 (2018).
3. Dan Alistarh , Jerry Li , Ryota Tomioka , and Milan Vojnovic . 2016 . Qsgd: Randomized quantization for communication-optimal stochastic gradient descent. arXiv preprint arXiv:1610.02132 1 (2016). Dan Alistarh, Jerry Li, Ryota Tomioka, and Milan Vojnovic. 2016. Qsgd: Randomized quantization for communication-optimal stochastic gradient descent. arXiv preprint arXiv:1610.02132 1 (2016).
4. Convexity, Classification, and Risk Bounds
5. Private Empirical Risk Minimization: Efficient Algorithms and Tight Error Bounds