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Kamalika Chaudhuri

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Opening RemarksFederated and Collaborative Learning Boot Camp 20262026-01-26
Program states a semester-long Simons initiative with a bootcamp this week plus workshops in February March and April on heterogeneous sources, trust and…
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Talk by Kamalika Chaudhuri (Meta)Federated and Collaborative Learning Boot Camp 20262026-01-26
Built a controllable web-agent testbed and AgentDAM benchmark that runs multi-step UI tasks on synthetic user data and memory profiles, measures two…
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Panel DiscussionDomain Adaptation and Related Areas 20242024-11-12
Panelists debate whether scaling plus architecture wins: larger pretrained models (CLIP/LLMs) empirically fix many classic domain-adaptation traps (e.g…
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TBDDomain Adaptation and Related Areas 20242024-11-12
Proposes a statistical IRM scaffold: three concrete conditions—source-preservation, contraction, Bayes-unifies—and proves that with an oracle representation…
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Nearest Neighbors IDeep Learning Boot Camp 20192019-05-28
K‑nearest neighbors is universally consistent when K → ∞ and K/N → 0, and regression rates scale like N^{-2/(2+D)} with the optimal K ≈ N^{2/(2+D)}, exposing…
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Nearest Neighbors IIDeep Learning Boot Camp 20192019-05-28
One nearest neighbor has robustness radius → 0 at points where mu is continuous and eta(x)∈(0,1) so accuracy can remain high while robustness vanishes as n→∞…
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Beyond Worst Case: When Complex Feedback Can Improve the Label Complexity of Active LearningLearning, Algorithm Design and Beyond Worst-Case Analysis2016-11-14
Combines a cheap but biased weak labeler and an expensive correct oracle by training a cost-sensitive difference classifier that enforces very low false…
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Pufferfish Privacy Mechanisms for Correlated DataUncertainty in Computation 20162016-10-04
Proposes a concrete privacy framework for correlated data and two mechanisms: the Wasserstein mechanism uses the infinity-Wasserstein distance as an analog of…
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Confidence-Based Active LearningInformation Theory, Learning and Big Data (Simons Institute, 2015)2015-03-16
Presents a reduction from agnostic active learning to a confidence-rated predictor with nonzero error guarantee and gives an LP to construct that predictor…
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