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Sebastien Bubeck

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titleconferencedate
Debate: Sparks versus embersUnknown Futures of Generalization 20242024-12-02
Motion: whether current LLM scaling plus realistic post-training can produce new proof techniques to settle problems like P≠NP. Panelists present concrete…
Talk on
Metrical Service Systems with TransformationsITCS 20212021-01-06
Defines Metrical Server Systems with Transformations: each request is a map from domain AT to image BT and the algorithm pays only to move into AT. Shows any…
Talk
Adversarial ExamplesDeep Learning Boot Camp 20192019-05-28
Adversarial robustness remains unsolved empirically and theoretically: on CIFAR‑10 with epsilon=8 the best reported robust accuracy is ~57% and on ImageNet a…
Talk on
Kernel-Based Methods for Bandit Convex OptimizationOptimization and Decision-Making Under Uncertainty (Simons Institute, September 2016)2016-09-19
Proposes a concrete bandit algorithm that replaces one-point gradient estimates with a kernel-based unbiased estimator built from a time-varying kernel (the…
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