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Nati Srebro

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Computational Thinking on Learning ModelsThe Role of TCS in Modern Machine Learning2026-05-26
Argues that autoregressive chain-of-thought is the right computational model because a simple next-token function H iterated T times decouples runtime from…
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Program PresentationsEleventh Annual Industry Day2025-11-13
Three concrete takeaways: kilobyte zkSNARK proofs let a cellphone verify a year‑long computation in under a second and power rollups; multi‑party computation…
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Overview of Statistical Learning Theory Part 2Modern Paradigms in Generalization Boot Camp 20242024-08-27
Surveys classical tools and then ties them to optimization: uniform convergence via fat-shattering dimension and Rademacher complexity gives sample bounds…
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Overview of Statistical Learning Theory Part 1Modern Paradigms in Generalization Boot Camp 20242024-08-27
Survey of classical statistical learning theory that pins down learnability: VC dimension and Sauer's Lemma give tight sample complexity and explain the sharp…
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Tutorial: Implicit Bias IDeep Learning Theory Workshop and Summer School 20222022-08-01
Claims that classic statistical learning tools largely apply to deep learning while implicit bias and benign overfitting need refined views; uses Rademacher…
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Tutorial: Implicit Bias IIDeep Learning Theory Workshop and Summer School 20222022-08-01
Experiments fit MNIST nets with 8,16,64,512,1000+ hidden units and show zero training error on random labels (Zhang et al.), yet test error keeps falling…
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Implicit Regularization IDeep Learning Boot Camp 20192019-05-28
Overparameterized nets and matrix completion have many global minima, yet the chosen optimizer determines which beach the solution lands on: SGD vs Adam…
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Implicit Regularization IIDeep Learning Boot Camp 20192019-05-28
Claims that optimization selects specific solutions: for underdetermined least squares gradient descent from zero yields the minimum norm solution; for…
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