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Binghui Peng

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Theoretical understanding of learning through the computational lensMeet the Fellows Welcome Event Fall 20242024-09-03
Proves that worst-case continual learning requires memory scales linearly with number of tasks but shows allowing multiple passes over the task stream removes…
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Memory-Regret Tradeoff for Online LearningSketching and Algorithm Design 20232023-10-09
Shows two concrete tradeoffs and gives matching algorithms and lower bounds: against an oblivious adversary an algorithm using S bits achieves about sqrt(nT/S)…
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Training (Overparametrized) Neural Networks in Near-Linear TimeITCS 20212021-01-06
Proves that training two‑layer ReLU networks with width m and n samples runs in near‑linear time by replacing the costly J J^T computation (previously Ω(m…
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Distributed load balancing: a new framework and improved guaranteesITCS 20212021-01-06
Distributed algorithm balances loads on a bipartite source–worker graph in the CONGEST model, producing a 1+ε approximation for general convex objectives by…
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