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Vahab Mirrokni

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ML Efficiency for Large Models: From Data Efficiency to Faster TransformersExtroverted Sublinear Algorithms 20242024-06-17
Describes concrete methods and measured wins: sensitivity sampling combines k‑means clustering with importance scores to match full‑data gradients and guides…
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Differentially Private Continual Releases of Streaming Frequency Moment EstimationsITCS 20232023-01-10
A differentially private streaming algorithm estimates Lp frequency moments over T rounds with 0.9 probability and gives explicit multiplicative and additive…
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Sketching and Randomization for Distributed Submodular and Coverage OptimizationLearning, Algorithm Design and Beyond Worst-Case Analysis2016-11-14
Randomized composable coresets plus sketching produce practical two‑round MapReduce and streaming algorithms for large coverage and submodular problems. Key…
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Online Ad Allocation: Robust Optimization for Repeated AuctionsOptimization and Decision-Making Under Uncertainty (Simons Institute, September 2016)2016-09-19
Vahab Mirrokni, Google https://simons.berkeley.edu/talks/vahab-mirrokni-2016-09-22 Optimization and Decision-Making Under Uncertainty
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