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Elad Hazan

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titleconferencedate
Escape Hyper‑V: The New Agentless Path to OpenShift VirtualizationDevConf.CZ 20262026-06-18
Migration Toolkit for Virtualization (Forklift) now connects to Hyper‑V without agents, using WinRM remoting for live VM discovery and SMB or iSCSI disk…
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Reducing the Dimension of Language: A Spectral Perspective on TransformersThe Future of Language Models and Transformers 20252025-03-31
Argues that sequence data can come from high‑dimensional linear dynamical systems yet admit a low‑dimensional spectral representation (about 30 effective…
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A Regret Minimization Approach to Mutli-Agent Control and RLMulti-Agent Reinforcement Learning and Bandit Learning2022-04-29
Claim: multi-agent control reduces to distributed online convex optimization by linearize global cost into local gradients and letting each actuator run a…
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Optimization for Machine Learning IFoundations of Machine Learning Boot Camp 20172017-01-23
Casts learning as optimization over parameters and proves convex relaxations let local gradient info give global guarantees; uses stochastic gradient descent…
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Optimization for Machine Learning IIFoundations of Machine Learning Boot Camp 20172017-01-23
AdaGrad is presented as the adaptive regularizer used in practice for deep nets; stochastic gradient descent needs O(1/epsilon^2) iterations while smooth full…
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