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The staircase property: How hierarchical structure can guide deep learning., , , , and . NeurIPS, page 26989-27002. (2021)Towards Zero Shot Learning in Restless Multi-armed Bandits., , , , , , , and . CoRR, (2023)Glauber Generative Model: Discrete Diffusion Models via Binary Classification., , and . CoRR, (2024)Making the Last Iterate of SGD Information Theoretically Optimal., , and . COLT, volume 99 of Proceedings of Machine Learning Research, page 1752-1755. PMLR, (2019)Near-optimal Offline and Streaming Algorithms for Learning Non-Linear Dynamical Systems., , , and . NeurIPS, page 8518-8531. (2021)Sharp Representation Theorems for ReLU Networks with Precise Dependence on Depth., and . NeurIPS, (2020)Least Squares Regression with Markovian Data: Fundamental Limits and Algorithms., , , , and . NeurIPS, (2020)Finite time analysis of temporal difference learning with linear function approximation: Tail averaging and regularisation., , , and . AISTATS, volume 206 of Proceedings of Machine Learning Research, page 5438-5448. PMLR, (2023)SGD without Replacement: Sharper Rates for General Smooth Convex Functions., , and . ICML, volume 97 of Proceedings of Machine Learning Research, page 4703-4711. PMLR, (2019)Indexability is Not Enough for Whittle: Improved, Near-Optimal Algorithms for Restless Bandits., , , and . AAMAS, page 1294-1302. ACM, (2023)