Stochastic Gradient Descent under Markovian Sampling Schemes

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Stochastic Gradient Descent under Markovian Sampling Schemes

International Conference on Machine Learning (ICML), 2023

28 February 2023

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Papers citing "Stochastic Gradient Descent under Markovian Sampling Schemes"

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Title
Measuring the Impact of Lexical Training Data Coverage on Hallucination Detection in Large Language Models Shuo Zhang Fabrizio Gotti Fengran Mo J. Nie HILM 266 0 0 22 Nov 2025
Mitigating Privacy-Utility Trade-off in Decentralized Federated Learning via $f$ -Differential Privacy Xiang Li Buxin Su Chendi Wang Qi Long Weijie J. Su FedML 142 1 0 22 Oct 2025
Accelerated Gradient Methods with Biased Gradient Estimates: Risk Sensitivity, High-Probability Guarantees, and Large Deviation Bounds Mert Gurbuzbalaban Yasa Syed Necdet Serhat Aybat 187 0 0 17 Sep 2025
Random Walk Learning and the Pac-Man Attack Xingran Chen Parimal Parag Rohit Bhagat Zonghong Liu S. E. Rouayheb AAML 131 0 0 01 Aug 2025
Beyond Self-Repellent Kernels: History-Driven Target Towards Efficient Nonlinear MCMC on General Graphs Jie Hu Yi-Ting Ma Do Young Eun 325 0 0 23 May 2025
Gradient Descent Algorithm in Hilbert Spaces under Stationary Markov Chains with $ϕ$ - and $β$ -Mixing Priyanka Roy Susanne Saminger-Platz 129 0 0 05 Feb 2025
Scalable Decentralized Learning with TeleportationInternational Conference on Learning Representations (ICLR), 2025 Yuki Takezawa Sebastian U. Stich 396 1 0 25 Jan 2025
Boosting Asynchronous Decentralized Learning with Model FragmentationThe Web Conference (WWW), 2024 Sayan Biswas Anne-Marie Kermarrec Alexis Marouani Rafael Pires Rishi Sharma M. Vos 216 5 0 16 Oct 2024
Long-Context Linear System IdentificationInternational Conference on Learning Representations (ICLR), 2024 Oğuz Kaan Yüksel Mathieu Even Nicolas Flammarion 342 1 0 08 Oct 2024
The Entrapment Problem in Random Walk Decentralized Learning Zonghong Liu S. E. Rouayheb Matthew Dwyer 156 1 0 30 Jul 2024
Stochastic Approximation with Delayed Updates: Finite-Time Rates under Markovian Sampling Arman Adibi Nicolò Dal Fabbro Luca Schenato Sanjeev R. Kulkarni H. Vincent Poor George J. Pappas Hamed Hassani A. Mitra 303 9 0 19 Feb 2024