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Alex Dimakis

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titleconferencedate
Deep Generative Models And Unsupervised Methods For Inverse ProblemsAlgorithmic Advances for Statistical Inference with Combinatorial Structure2021-10-11
Pretrained deep generators serve as differentiable priors to solve ill‑posed inverse problems by optimizing the latent code to match measurements: the CSGM…
Talk on
A Friendly Introduction To CausalityMLconf SF 20162016-11-11
Surveys Pearl’s Structural Equation Models and shows interventions are the gold standard: randomize a variable (example: 50% treatment vs placebo) and check…
Talk on
Coding for Modern Distributed Storage Systems IIIInformation Theory Boot Camp 20152015-01-13
Shows a concrete 4,2 MDS construction that repairs a single lost symbol by transferring 1.5 symbols using sub-packetization and interference alignment, and…
Talk
Coding for Modern Distributed Storage Systems IVInformation Theory Boot Camp 20152015-01-13
Covers regenerating codes, then formalizes locality R (a symbol reconstructible from R others) and proves the distance tradeoff that generalizes the Singleton…
Talk
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