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Ben Recht

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The Wisdom of the Body RevisitedUnknown Futures of Generalization 20242024-12-02
Argues that many non‑neural networks implement proportional–integral control, modeling blood calcium regulation around ~9 mg/dL as a PI loop and proving that…
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Training on the Test Set and Other HeresiesFrontiers of Deep Learning 20192019-07-15
Claims that huge models always overfit get tested by reproducing CIFAR-10 and ImageNet test sets: researchers resample Tiny Images and rerun Mechanical Turk…
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Robustness, Stochastics, Uncertainty 1Bridging Continuous and Discrete Optimization Boot Camp 20172017-08-21
Shows that finite-sample learning guarantees come from concrete optimization tools: Blackwell approachability gives a randomized strategy that matches the…
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Robustness, Stochastics, Uncertainty 2Bridging Continuous and Discrete Optimization Boot Camp 20172017-08-21
Shows that projected SGD and online linear optimization give a deterministic 1/√N regret for bounded gradients and that an adaptive stepsize (Adagrad-style)…
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Robustness, Stochastics, Uncertainty 3Bridging Continuous and Discrete Optimization Boot Camp 20172017-08-21
Gives a practical tour: shows that tiny implementation noise (example cited: 0.001% error breaks feasibility) ruins some linear-program designs, converts…
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Optimization IBig Data Boot Camp 20132013-09-03
Covers concrete algorithms and rates: plain gradient descent converges linearly at a rate governed by condition number κ (example κ≈100 needs ~40 steps)…
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Optimization IIBig Data Boot Camp 20132013-09-03
Claim: an S-sparse x0 in R^n is the unique optimal solution of L1 minimization from m Gaussian measurements when m ≥ (1+ε)(2S log n)+S+1 with failure…
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